{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "'''\n",
    "【课程1.3】  对比分析\n",
    "\n",
    "对比分析 → 两个互相联系的指标进行比较\n",
    "\n",
    "绝对数比较（相减） / 相对数比较（相除）\n",
    "结构分析、比例分析、空间比较分析、动态对比分析\n",
    "\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                A_sale      B_sale\n",
      "2017-06-01  334.812619  778.500279\n",
      "2017-06-02  921.431743  970.734046\n",
      "2017-06-03  785.444137  481.548456\n",
      "2017-06-04  359.790330  259.824537\n",
      "2017-06-05  657.224681  332.818389\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x9afc438>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wPHOmZ+wLFTyZvCAiLIJZF8yidVRrZn4+k+KKYo/N5QpZWeZddoIaQWvNM98/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\n3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2bmzJksW7aMF198kfLyct555x369u0LQH5+fjNHg+TkZLKysrj00kvbFL+I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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9996668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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g6BHgM8AIYAfwX8BreMkSDAjE1C/HC3Ra/OfxykVEJAtSvXk327Jxc/CAAQMY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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x99969e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1、绝对数比较 → 相减\n",
    "# 相互对比的指标在量级上不能差别过大\n",
    "# （1）折线图比较\n",
    "# （2）多系列柱状图比较\n",
    "\n",
    "data = pd.DataFrame(np.random.rand(30,2)*1000,\n",
    "                   columns = ['A_sale','B_sale'],\n",
    "                   index = pd.period_range('20170601','20170630'))\n",
    "print(data.head())\n",
    "# 创建数据 → 30天内A/B产品的日销售额\n",
    "\n",
    "data.plot(kind='line',\n",
    "       style = '--.',\n",
    "       alpha = 0.8,\n",
    "       figsize = (10,3),\n",
    "       title = 'AB产品销量对比-折线图')\n",
    "# 折线图比较\n",
    "\n",
    "data.plot(kind = 'bar',\n",
    "          width = 0.8,\n",
    "          alpha = 0.8,\n",
    "          figsize = (10,3),\n",
    "          title = 'AB产品销量对比-柱状图')\n",
    "# 多系列柱状图比较"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.text.Text at 0x9faa9b0>,\n",
       " <matplotlib.text.Text at 0x9fa6e48>,\n",
       " <matplotlib.text.Text at 0x9fed0f0>,\n",
       " <matplotlib.text.Text at 0x9fedb38>,\n",
       " <matplotlib.text.Text at 0x9ff15c0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GRR02imLVf9YACzPzeaPYTpImjFZ1w3tjZt5ezY6zdUPawcCXM/N0gOpGd9dHxLaZ+Qvg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93Xp27Ah8AH7v5WWOx2YICZTTazPsBMgpEAc8P4r4EjgVlm1sfMJgN9w9c1fP6entUxBCJSfApx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\n7JkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9996160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1、绝对数比较 → 相减\n",
    "# （3）柱状图堆叠图+差值折线图比较\n",
    "\n",
    "fig3 = plt.figure(figsize=(10,6))\n",
    "plt.subplots_adjust(hspace=0.3)\n",
    "# 创建子图及间隔设置\n",
    "\n",
    "ax1 = fig3.add_subplot(2,1,1)  \n",
    "x = range(len(data))\n",
    "y1 = data['A_sale']\n",
    "y2 = -data['B_sale']\n",
    "plt.bar(x,y1,width = 1,facecolor = 'yellowgreen')\n",
    "plt.bar(x,y2,width = 1,facecolor = 'lightskyblue')\n",
    "plt.title('AB产品销量对比-堆叠图')\n",
    "plt.grid()\n",
    "plt.xticks(range(0,30,6))\n",
    "ax1.set_xticklabels(data.index[::6])\n",
    "# 创建堆叠图\n",
    "\n",
    "ax2 = fig3.add_subplot(2,1,2)  \n",
    "y3 = data['A_sale']-data['B_sale']\n",
    "plt.plot(x,y3,'--go')\n",
    "plt.axhline(0,hold=None,color='r',linestyle=\"--\",alpha=0.8)  # 添加y轴参考线\n",
    "plt.grid()\n",
    "plt.title('AB产品销量对比-差值折线')\n",
    "plt.xticks(range(0,30,6))\n",
    "ax2.set_xticklabels(data.index[::6])\n",
    "# 创建差值折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                A_sale      B_sale\n",
      "2017-06-01  688.134982    6.759655\n",
      "2017-06-02  310.911156  141.978290\n",
      "2017-06-03  227.496397  123.595400\n",
      "2017-06-04  905.453084   64.534911\n",
      "2017-06-05  374.572618  147.550005\n",
      "------\n",
      "                A_sale      B_sale     A_per     B_per A_per% B_per%\n",
      "2017-06-01  688.134982    6.759655  0.045606  0.002227  4.56%  0.22%\n",
      "2017-06-02  310.911156  141.978290  0.020606  0.046780  2.06%  4.68%\n",
      "2017-06-03  227.496397  123.595400  0.015077  0.040723  1.51%  4.07%\n",
      "2017-06-04  905.453084   64.534911  0.060009  0.021263  6.00%  2.13%\n",
      "2017-06-05  374.572618  147.550005  0.024825  0.048616  2.48%  4.86%\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xa0687b8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ORrmbtVKY51//kptaTz/t3BrVjAz5jPUXa9asIU7uHMZZa9cUtG9AFEaoWlXf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UGQEpDeBNKAhBCSAEmA9Dr398dLKCFlkrkz987kfp4nD8yd977vSSa59573nPM9MHeu2tbp6OhY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\niIiIiEhKURIkIiIiIiIp5f8DNC9zof1WhREAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x9b0dc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2、相对数比较 → 相除\n",
    "# 有联系的指标综合计算后的对比，数值为相对数\n",
    "# 结构分析、比例分析、空间比较分析、动态对比分析、计划完成度分析\n",
    "# （1）结构分析\n",
    "# 在分组基础上，各组总量指标与总体的总量指标对比，计算出各组数量在总量中所占比重\n",
    "# 反映总体的内部结构\n",
    "\n",
    "data = pd.DataFrame({'A_sale':np.random.rand(30)*1000,\n",
    "                    'B_sale':np.random.rand(30)*200},\n",
    "                   index = pd.period_range('20170601','20170630'))\n",
    "print(data.head())\n",
    "print('------')\n",
    "# 创建数据 → 30天内A/B产品的日销售额\n",
    "# A/B产品销售额量级不同\n",
    "\n",
    "data['A_per'] = data['A_sale'] / data['A_sale'].sum()\n",
    "data['B_per'] = data['B_sale'] / data['B_sale'].sum()\n",
    "# 计算出每天的营收占比\n",
    "\n",
    "data['A_per%'] = data['A_per'].apply(lambda x: '%.2f%%' % (x*100))\n",
    "data['B_per%'] = data['B_per'].apply(lambda x: '%.2f%%' % (x*100))\n",
    "# 转换为百分数\n",
    "print(data.head())\n",
    "\n",
    "fig,axes = plt.subplots(2,1,figsize = (10,6),sharex=True)\n",
    "data[['A_sale','B_sale']].plot(kind='line',style = '--.',alpha = 0.8,ax=axes[0])\n",
    "axes[0].legend(loc = 'upper right')\n",
    "data[['A_per','B_per']].plot(kind='line',style = '--.',alpha = 0.8,ax=axes[1])\n",
    "axes[1].legend(loc = 'upper right')\n",
    "# 绝对值对比较难看出结构性变化，通过看销售额占比来看售卖情况的对比\n",
    "\n",
    "# 同时可以反应“强度” → 两个性质不同但有一定联系的总量指标对比，用来说明“强度”、“密度”、“普遍程度”\n",
    "# 例如：国内生产总值“元/人”，人口密度“人/平方公里”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         consumption       salary\n",
      "2017-01  2300.613040  5349.939624\n",
      "2017-02  2256.167470  5477.291974\n",
      "2017-03  2356.130582  5366.495609\n",
      "2017-04  2680.961342  5203.749452\n",
      "2017-05  2612.676360  5395.189285\n",
      "------\n",
      "         consumption       salary       c_s\n",
      "2017-01  2300.613040  5349.939624  0.430026\n",
      "2017-02  2256.167470  5477.291974  0.411913\n",
      "2017-03  2356.130582  5366.495609  0.439045\n",
      "2017-04  2680.961342  5203.749452  0.515198\n",
      "2017-05  2612.676360  5395.189285  0.484260\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x4be4cf8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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GlxjQfYCudBeRsKcVBaS9UGiVsPKHlX9g7pq5pMWnMbKXbi8qIu1Dw4oCG/Zt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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xa0153c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2、相对数比较 → 相除\n",
    "# （2）比例分析\n",
    "# 在分组的基础上，将总体不同部分的指标数值进行对比，其相对指标一般称为“比例相对数”\n",
    "# 比例相对数 = 总体中某一部分数值 / 总体中另一部分数值 → “基本建设投资额中工业、农业、教育投资的比例”、“男女比例”...\n",
    "\n",
    "data = pd.DataFrame({'consumption':np.random.rand(12)*1000 + 2000,\n",
    "                    'salary':np.random.rand(12)*500 + 5000},\n",
    "                   index = pd.period_range('2017/1','2017/12',freq = 'M'))\n",
    "print(data.head())\n",
    "print('------')\n",
    "# 创建数据 → 某人一年内的消费、工资薪水情况\n",
    "# 消费按照2000-3000/月随机，工资按照5000-5500/月随机\n",
    "\n",
    "data['c_s'] = data['consumption'] / data['salary']\n",
    "print(data.head())\n",
    "# 比例相对数 → 消费收入比\n",
    "\n",
    "data['c_s'].plot.area(color = 'green',alpha = 0.5,ylim = [0.3,0.6],figsize=(8,3),grid=True)\n",
    "# 创建面积图表达"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      A            B            C           D\n",
      "2017-06-01  2850.211921  1647.138351  5276.354493  529.747107\n",
      "2017-06-02  3222.680792   768.466753  6941.803099  284.760211\n",
      "2017-06-03   727.193796  1732.612257  3311.883561  332.427362\n",
      "2017-06-04  2582.599603   444.224737  1829.401025  744.340597\n",
      "2017-06-05  1756.352061  1731.221585  7583.832278  768.792895\n",
      "------\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xbf05588>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NjIwAx46557FnzxhyctzzKCzMIiMjQEGBex779k0lO3s4zZv/mM+ionwyMgJh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\nxJSw123ceIrWqzfM1XbZZd9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OnBnpX6Mxxmc8KzZEZCBQDXihlPAR53Poufx4ggXB6eIn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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb8df7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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duzbsEiJDWdvQ2mFDOdtQzna0RttQzja0dgSp4RbJ09OTDruESGhpaQm7hMhQ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\niIiIiIjMg/8P2QI/MPJa35IAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbf10208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2、相对数比较 → 相除\n",
    "# （3）空间比较分析（横向对比分析）\n",
    "# 同类现象在同一时间不同空间的指标数值进行对比，反应同类现象在不同空间上的差异程度和现象发展不平衡的状况\n",
    "# 空间比较相对数 = 甲空间某一现象的数值 / 乙空间同类现象的数值\n",
    "# 一个很现实的例子 → 绝对数来看，我国多经济总量世界第一，但从人均水平来看是另一回事\n",
    "\n",
    "data = pd.DataFrame({'A':np.random.rand(30)*5000,\n",
    "                    'B':np.random.rand(30)*2000,\n",
    "                    'C':np.random.rand(30)*10000,\n",
    "                    'D':np.random.rand(30)*800},\n",
    "                   index = pd.period_range('20170601','20170630'))\n",
    "print(data.head())\n",
    "print('------')\n",
    "# 创建数据 → 30天内A/B/C/D四个产品的销售情况\n",
    "# 不同产品的销售量级不同\n",
    "\n",
    "data.sum().plot(kind = 'bar',color = ['r','g','b','k'], alpha = 0.8, grid = True)\n",
    "for i,j in zip(range(4),data.sum()):\n",
    "    plt.text(i-0.25,j+2000,'%.2f' % j, color = 'k')\n",
    "# 通过柱状图做横向比较 → 4个产品的销售额总量\n",
    "\n",
    "data[:10].plot(kind = 'bar',color = ['r','g','b','k'], alpha = 0.8, grid = True, figsize = (12,4),width = 0.8)\n",
    "# 多系列柱状图，横向比较前十天4个产品的销售额\n",
    "\n",
    "# 关于同比与环比\n",
    "# 同比 → 产品A在2015.3和2016.3的比较（相邻时间段的同一时间点）\n",
    "# 环比 → 产品A在2015.3和2015.4的比较（相邻时间段的比较）\n",
    "# 如何界定“相邻时间段”与“时间点”，决定了是同比还是环比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                      A\n",
      "2017-06-01  2604.901536\n",
      "2017-06-02  2387.955402\n",
      "2017-06-03  1968.693059\n",
      "2017-06-04  2313.807035\n",
      "2017-06-05  1441.483332\n",
      "------\n",
      "                      A  base     l_growth    z_growth    lspeed    zspeed\n",
      "2017-06-01  2604.901536  1000  1604.901536    0.000000  1.604902       NaN\n",
      "2017-06-02  2387.955402  1000  1387.955402 -216.946134  1.387955 -0.083284\n",
      "2017-06-03  1968.693059  1000   968.693059 -419.262343  0.968693 -0.175574\n",
      "2017-06-04  2313.807035  1000  1313.807035  345.113976  1.313807  0.175301\n",
      "2017-06-05  1441.483332  1000   441.483332 -872.323703  0.441483 -0.377008\n",
      "------\n"
     ]
    },
    {
     "data": {
      "image/png": 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Up7oaKKwu7FA6XisqK0lwJDraWPnm9uDnRymEX36pzI1ESQnwr38BN9xAqXWv\nvEIiEn36dH3cvHnUY+XgQedtcFeKiiiLIyqK/qbWdCWLBdi0yfUVMwvMBQjwCUCoXygAiiwB4FQ8\nxmnmzAGWLDlTH6QX1dW02AFQVCkwUF97OoOdJRVJSgJuvx14+2266LkiaWlke3Y2SVi6i1ORl0cf\n0hMnXPemritig2M7dZaiosiJ5z4c7sHx4ySIceAA2hSD60FCAqlxmUzGyje3l2uvJcdGiebHGzaQ\nMuDf/kaRoosusu24iRPJ6fzwQ+dtcEcqK+l6ZDIBL79M0cDWPP44iY64MgVVBYgNjj2dVtsriHop\ncCoe4yw9e54Rh9KLpibggQdIFC09vW2rkMpK7YR2bIGdJZW56SZg0iRjhDodITeXQqRlZVSI7C5O\nRUICpb80N5PMsave1HVGfEh8p2l4I0ZQaFuJG0FGf3Jy6DG2dz0qait0dZasAgVGyze3l/h44JFH\nqKbIWa65hm7ar70W8PKy/TgvL1Ln+/ZboKLCeTvcibo6SmEsL6dIXVRU2+0mE9Vybtjg2hH0IN8g\nnN/rjBRaTHAMnr3iWfSP6G/T8RYLiYkwjNGQEnjiCWD7duDf/wbOOaft9s2bKeJUWqqPfe1hZ0ll\nTCbg6aepwaYrUldHP35+dGFyF6ciPZ0avQlB5+SqN3WdERcSh0JzYYcS0iYTNab77jvjNKZr7rop\nfZdISatQnkpODtUINfiQdLyezpJVoMBo+eaOMH16x02R7cXb++yoh61cfTV9R332mfN2uAtNTVQT\nfOgQ8NJLnaczTpxImQOHDmlrn5LcOepOPJzy8Onnvl6+mNhvIiICIro9VkpS5F22TE0LGcYx/vc/\nYNUq4NFHgZEjz95+ySV0r2KU6BI7S0yXrFoFXHYZEEv1pXhMuVpwXYmMJInjMWOAq65y7Zu6jhjc\nczBS+qagprGmw+2TJ1PEcNcujQ3rhAcfpJoDR1i8+EzOsyeSk0PtCk7Vn4Sft5+uzhKjLKGhFF3i\nvjlnOHmS0naefbbrNKKRI6m9wA8/aGaaoRCCvhdYUZExGiUlwNKlVG84dWrH+4SHUynLpk3a2tYZ\n7CwxXRIdTYXOP/0EDBjgurVXHSEEMGoUFce7Gjt3tpWlzz2Vi4/2foS6Jsr3TI5OxjNXPINg346b\nESUn06q5EVLxSkqopqNvX8eOHzmSbgiM2DNCC6zOUnJ0MjYv3Iz4kHi9TfIYGhqAd99V9zvk7ruB\nm29Wb3y7TwqwAAAgAElEQVRXo2dPqv3qLkXSx4caW2/YoI1dRiQpib4bXTkVkemY8tpyzF8xHynv\npGD+ivkor3Ud9a2oKFIDvfHGrvcbN47aULTuRacX7CwxNhEeToXJa9bobYmyjBoF7N8PmM16W2If\njz3WVlZ4Z+FOPLvlWZiEbR9pkwm44grg+++dS4FTglWr6MZmyhTHjk9JoRqZb79V1i5XQEoSX+lH\nrbUghLC5xxLjOFIC69cD110HvPoqK9Zpja21X5MmURqe0WptV68GPvhA/XmSkigSd/y4+nMxyvHx\nx8DRo13vk7Y6Ddvyt6G4uhi7inYhbbVrqW/FxnYfMR83jmrKt2/XxqauYGeJsZkFCygH2p1WqUaN\norodV4qYVVVRFKV1CkqhuRCRAZHw9fK1eZwpU6gOTc9UPIuFej1ccQWlzDiCnx+liq5e7V7vTVso\nLaW+RomJjo/xwZ4PcOfXdypmk7tz8CCpnD7wAP3dP/qI2iowxmPMGOopY7To0rffapPRcH6LNsTe\nverPxShDZSXwzDO0iNsVeVV5MDeacbL2JPy9/ZFX5dyKQGUlNYY1Ev37k1NlhFQ8dpZ0xCjF9bYy\nejQ5S+60cB0XRxeUqiq9LbEd65doa2epyFxkd63KueeSLPGFFyponJ1kZNCq74wZzo0zbRqN42n5\n+fn5Z2oTHMUiLdhTvAfS0zxNG7H2mhs7lhT+5swhddCXXqK+IM787Rl1CQigmq/wcL0tOYOU9B0+\nZIj6c4WG0vtz927152KUYedOeuzuupwQkoDqhmoIIVDXVIeEEOfUtx5/HHj4YWMtOApB0aVNm/S3\ni50lndixgy66RmnyWushDcEfe4wKC60IAbzzDvC73+lmkt1kZlLjttYqUEXVRYgOirZrHCGoDk1P\n53flSjqPCy5wbpzhw6m+7uuvlbHLVRg2jCRWnVGpjA2ORW1jLaoaXGjFQEPS0ugGZu9eWnkNCqJF\nBldVOPU0/vIXEvExCiUlJAWvhbMEUH0qO0uuw44dVE9sFdXqjJeufAm+Xr4I9QvFsOhhSJ/mnKTv\n1VdTrz6jLTimpNDfQu8FbXaWdKJvX+DUKZJN1DvCVFMD3HIL8NZb+tqhNlVVlKplcvF3fWYmRYVa\nn0dRtf2RJb2prKS6j5kznXfYTCbgyiuBdeuMUQyqJX5+zr2nre+bgqoChSxyL/LyKEIRFwcMHEj1\nMt7eelvl/mRnA7/8orcVypOVRY+OOkuV9ZX4NPNTmxvTJiUBhw97zoKoq7NjBy3+dXdNbLQ0ok9Y\nH7yZ+iaWzVqGyADnJH0vvpgWLj/6yKlh2mCxUBTeGS66iGTGHW2/oBQuftvoukRGUtPDLVuUfXPa\ni7VnxYkTwPjx+tmhBT/8QGIGl1+utyXOkZkJDB165rmUEoXmQkQH2xdZ0pvdu+kmf/p0ZcabNo3G\nO3ZMmfE8hdgQWsIsMLOz1BEJCdRrLigIaGx0n15zRqaoiGSFX35Z/8VEpcnKorTA7np43fbVbXjp\n15fOer22sRZPbX4KB8tsUxWZNAn49FPA398RaxktqamhFE1bUuOPVpACRL+IforMbTKRYM133ynX\nCPbllymFubpamfH0hJ0lHRk7Fpg3j3Lf9VBTkpJ61GzdSj0rBgzQ3gYtWbuWvoSUaDSpF+XlQGFh\n23qlqoYq1DbWdpiGV91QjYZmY4ZaLr2U/idK9bjq35/UGgcOVGY8TyHCPwK+Xr4cWeqE9HRKdwwK\nokc9G1hbLMBDD1E7B3elspJSH00m4IUXXD8ToD1ZWZQZ0F3k4NipY/D3PtvD6RHYA0IIlNTYFlkK\nC6OIgTvVGrsre/fSgq4tzlJ2RTb8vf0VzSi56ioSRFGiCfYnnwDvvQfccAN9d7o6bvY15HqkpZHs\n70MP0eqllrz9NimRPfwwiTe4MydPkl7/5Ml6W+IcJ06QalxrZ8ncYEafsD6ID23bXye/Kh8p76Rg\ne74BdDc7ITBQ2fFslRR2N7ae2Iqbv7gZ1Q32L+EJIRATHMORpU6IjASWLQM2bqRHPRtYm0x0nVi6\nVP+CZzWoq6Mao/Jy4JVXqB+Lu5GV1X0KXkNzA8pqyjq8EfY2eSMyIBLF1cUqWcjoxY4d5NzaIhpz\ntOIo+kX0s7ldiC0EB1P99ooVFEV3lB9/pAX4efOA669XzDxdYWdJZ3x9gSeeIFWrF17Qbt7Vq6k/\nyB//6FriBo6yfj09Tpqkrx3OkpRE59K6+DMuJA6fzfkM50W1bWcfHRQNkzAhvypfYysZrck5mYP9\npfsR4BPg0PGxwbEoNBcqbBWjBvPmUQ8WV2ym3RXWlPBDhyjborWAjbvQ1EQR9e4WJ62fxdjgjqv8\nowKjUFqjUK4UYxhCQ+l+zJZoavbJbPQP76+4DbNnU52R9Z7JXvbtA/7+d2DCBOCeexQ1TVfYWTIA\n/fsD995L3nxmpvrz/fYbqcKlpgK33urYGJs3U1TMVVY3166lnkp6rgorhclkW0qFl8kLMcExNjtL\nVVWeJ47gLhSaC087x45w3dDr8LuBHrBq4gaMGEGpph9+qLclyiElSRf/+iutSJ93XvfHuCLe3sCi\nRXQt6orTzlJIx85Sr6BeHFlyQ+bNA/76V9v2XZC8ADOGzEB+VT4Wb1qMshonlRRa6N+f6owiIuw/\nNi+PIsODB9Pn2Z1SaN3oVFybq68GlizR5iLR2EhiDosWOZ7H7O8P/PyzazS7Ky+nfj7dpeDV15MC\nkzsRFxJnk7NUXk5/n40bNTCKURyrs+QoExInICUxRUGLGLUQApg7l3qPHD+utzXKsGkTyf7/61+k\nyqUGFgvVYujZhNtWCqoKIITo9DMdFRhlc80S455M6jcJw2OHo8nShBX7V+BIhXIdZe+5x/7SjFOn\ngD//GQgJAZ5/nlRa3Ql2lgyCEN2vNinFJZdQh2hn5G+HDwd69qSCeqMTEQG8/z5w2WVd77dkCSkw\nuUq0zBbiQuJwoupEt/tFRtJq9dq1GhjFKMK//02ptAA5S64mHc84ztSplLKjp5KqkowbR9/RU6ao\nN4fJRNG4FSvUm0MpCswF6BnYEz5ePh1ujwqKslk6nHFv4kPi4W3yRs7JHF3tCAige9iXXlKvCfTx\n47TwrQfsLDEOYTJRJGLdOuNLuwpBYeHg4K73GzmSJGvz8rSxSwviQ+JtTsObPBn46Sf3kPn0BLZu\nBcxm+p2dJc/Czw+YNYtU8dzh8yoEKcSpzcSJFMVqalJ/LmcoqCrotF4JoEWwAJ8AWKTBL76M6niZ\nvNA7rDeOndS3Z4avL9Uqqdla4b33qMZfD9hZYhxm8mQqBNxuXLE1u7jwQnIC3alwOi4kDifrTqKm\nsabbfa+4gmqW1EzF27iRitPVxmIhxy8nR/259KC5mVbZEhOBJksTSmtKXa7PFuMc115LKdXbtult\nieswaRLVZuq1Om0rs86bhdtG3Nbp9mkDp+GLuV/YVaO4Zw/whz9or7rLqE/fsL66R5a0YNw4IDeX\nfrSGnSXGYYYOpa72rpCKZwtBQVQz5k43H1Y5cVt66ERHUx8ZtVLxGhup6POLL9QZvz1PPAF8/LE2\nc2lNfj79PRMTgZLqElikhSNLHkavXsA33wApXGpmM4MGkZKoo0pfWpEcnYyLE5Qt3vLzI2lqLUSk\nGG1JDE/EsVPu34191CiKYG3erP3c7CwxDiME5ZivX++cJr+RGDWKIktGq1uS0rF0x4GRA/HWjLeQ\nEGpbbHzKFBLuqKy0f67u+PFH6nc1Y4byY7fHZKK6jjVrjJ9y4wjWiFliIuDn7Yc/DP8DBkS6eVdp\n5izUqg1wV4SgVLwffjB++rjSDBhAdSWuIMrE2EffsL4oNBeirsm9w4YBAVQusWmT9nOzs2RwKioc\nT3PbuJFWoNVkyhS6sf7lF3Xn0YpRo+hvrkWqmD0cP04Khu0vdJklmZj+wXTknuo4Lh3gE4Dk6GT4\nedsmTXPZZeSYbdjgrMVns3IlkJxM0qRaMG0aKfRs2aLNfFqSnU0NfaOigMiASPxx5B/RK6iX3mYx\nTJeUl+u/eDFxIlBaSv1gtCQri9LW9cJkomyQ3bv1s0EvystJDjslhR7Ly/W2qC1799J9h6P0De8L\nAJ3eBziLkRYWxo2jNFprva5WqO4sCSHcTEBQW15/nXT37XV6tm2jBn9q9+I45xxS5FJL7lVrkpMB\nHx/j1S1lZlKuee/ebV8vNBei0FyIML8wRebp0YNWbo4pHNEvKCCHeuZMZcftioED6Wf1au3m1Iqc\nHIoqOSr93xG5p3Kx9cRW5QZkGJy5Ub30UuCCC4BHHtHXnmHDSP1TjQWhrnjoIeDtt7Wdsz3JyVS7\nZLTMCbVJSyPJ+OpqekxL09uiM0hJ93jLl9u2f+6pXKw6uAoNzWeaIiaGJyKlbwoEFLwgtJCTQ9kg\nR1qUyY8dA958U7/30KWXUs2u1gv0qjhLQogYIcQtQogvABR1sP0OIcRRIUSNEOJ7IUS/dttnCSEy\nhRC1QoitQojh7baPF0Jsa9m+VwjRTQcd1+XOO4GwMOAf/6A3iC0cPQrcdx81L/zzn9W1TwjS4/fp\nWOFUV2q61zQ4C39/IClJnwLCrsjMBOLj6b3QmkJzIfy8/RDqF6rYXC+9pPz75quvKIR++eXKjtsd\n06ZR+l9Vlbbzqo3VWVKSLw98icd/fFzZQRmPJy0N2LmTIivl5dpHdNpjMlEz9qFDtZuzpoauKUOG\naDdnR5x/PkW3CrovYXUr8vLo2g7Qo5EUb48fp8/FBRfYtv8veb/gyU1Pwkt4nX4t1C8Uz015DgN7\nDFTcvvh4En76+GOyMy2N0ttraxWfyiZiYymlVOtUPLUiS98A+DuACACBrTcIIWYDeB7APwCMBeAD\nYGWr7WMALAewBMBoAMcBrBZCBLZsTwTwNYC1AEYC2AjgcyFEuzV39yA4mArV9+6lKFN3lJbSjW5s\nrPO9lFyZ7GxKKXMkP/vll4EHHlDeJmfIzOz44m5tRioUDDEo/Z6xWEjUYcoUSh3TkqlTKe3n+++1\nnVdtZs6kc1OS2OBYFJmL0GyxcVWGYWwgL49u0OvrycF3Jt1IKWbP7r7vnpIcOEAr8Xo7S0lJ9Ohp\ndUsJCWdUAOvq1JW3tpcdO8iBHzbMtv2PVhxF37C+8DJ5db+zAvj40LXm+edJ3v+334BHH9X+Wt6a\nqVNp8VVL1HKWrpJSDgDwZgfbHgTwqpTyAynlDgC3AUgSQlg1fe4DsEpKmS6l3APgZgBhAK5r2f5n\nAIeklIuklPtanpe37OeWJCcDt90GvPVW15KnNTXA3XfTzel//kPqbp7KunWkmjJokP3H+voqb48z\nNDfTqmxHfUiKzEWGV0H75RfqX6VlCp6VqCiqQ3O3VLzUVGourSQxwTGwSAtKa0qVHZjxaKqqqHYw\nnoQ5DXWjqhVZWXRd6dev+33VJCKC/v6eULfUuj4sPZ2ckcBASjX/z3/0s6s9GRl0n2Lr/drRiqPo\nH6FR4W8LmzdTjVBNDS3gP/mkptOfxU03AX/7m7ZzquIsSSk7DHIKIcIAXAhgTat9swAUALBWvUwE\n8G2r7acAZLTaPqHd9mYAP7ba7pbcfDN92P/5z46VypqbqSHY8eP0RdDLg2u9paQw8YQJxnN8HCE7\nm1bDOowsVRu/GWlsLHDLLSTLrgdz5lBNnafl6dtLbAg1wSwwe1iOjptQVkbZB3oLKLRm+XJavBsx\n4kxrgvR0va3Snqwsqp/0siEY8EPOD9hX3H2u4tojazH307l223L77e4tN29dLL7uujNCDpGRwLJl\nwGuvUd2SkWqSd+ygHo+2crTiKPqFa+t1l5ZSvXSfPlQKYKQ0Rq3QWg2vHwAJILvd67kA4oUQ4QDC\nO9ve8nv/bra7JSYT9aipqSGvvv2N3/LltIL/7LP0pezJHDpERYhTpuhtiTJkZlJtWEcpHEXmIkQH\nGbsZab9+wB13KCtGYA/jx9Nig17zuwpWp9uWnlyM8aioAP77X+P0EPrxR0rdWbiQVqY3bqQb1shI\nvS3Tnqws21PwXt76Mr49/G33OwI4XH4Y1Q3VdtkydSpF292R+nqKOCxdSg1427/XzjuPHMXXXjPG\nokJxMYl32eosVdRW4GTdSc0jSwkJtPAcEGC8NEat0NpZCm55bF96XwPA34bt1jG62u62xMSQ0ENj\nIxXctWb2bKq1uegifWwzEuvWAaGhJDzhDuzbR7n+7XOEG5sbUVZbhujgrp2lZkszXtv2mk2rlYxr\nUVVfhd1Fu9soIzlKoE8gQv1CObLkogwYQEqWaiug2krv3hTVNZLymB7U1VF2gC3OkpQSBeaC01He\nrugZ2BMAUFxd7KyJbkFFBUXNfvoJ+Pe/gXnzOt7vjjvIQfnyS23t64gdO+jRVnGH7JMUJ+gXoW1k\nyZrGGBTkudFhrZ2l+pbH9slR/iCHp7vt1jG62t4p06ZNQ2pqapufMWPGYOXKlW32W7t2LVJTU886\n/k9/+hPefLNtGVZGRgZSU1NRWto2z/+RRx7B008/3ea13NxcpKamIisrq83r6enpuP/++9u8VlNT\ng9TUVGxu16q4uHg5KioWwq+dIPvvfz8HJ07ofx733nt/G0eus/NYvnw5Fi5ceJZtc+bMcer/sX17\nBh5/PBUXX1zaRqhArf+HWufR+v+xcOEZud3W5yEhsejSRYhuiu7yPEzChOV7l2N7wXZdz6M1rvz/\nMNJ57Cneg2sXX4urrrpKkfOIDYlFoblQ8/MA3OP/ofd5zJtH9Sjbtul/Hv36AVVVj+DZZz33/wFY\nU5ZqkJ7e/XmcrDuJ+qZ6vP7317s9D2tftfvvud/jPx+5ucDs2blYtSoVf/97Vps0w/bnMWAAMGlS\nDe64IxXr1+t7HkuWPIKmpqfbRMC6+n88+tCj8DJ5oXco6Zlp9f+wpjG+8EIGqqpSYbG43vtq+fLl\np+/7U1JSEBMTg7vuuuus/TtFSqnaD4AbATS0eh4HwAJgfLv9cgGkARAAagHc0G77jwCeb/n9IICH\n221/D8BnXdgxHIDcvn27dBfKyqS8/nopx4+nx7IyvS2Ssr5eyqlTpfz0U/1s2LdPyhEjpPz1V/1s\nMCLzPp0nF29abPdxx49LuWuXCgYxirAic4Uc9b9Rsqm5SZHx7l1zr7xvzX2KjMVoT3OzlFddJeVD\nD+ltCdOahgb633THvuJ9csR/R8jM4sxu961rrJMj/jtCrjqwSgELXZeMDCknTpTy2mulPHHCtmNy\nc6UcNUrKpUvVtc0WbHlfWPlg9wfy1i9u7XR7bWOtLDYXK2CVZ7B9+3YJKg0aLrvxZzSNLEkp8wHk\nALjC+poQYhCo3uh7KaUE8HO77WEARgD4ruWlze22m0CiD9btHoERm6z5+tKqzZo13e+rFnv3Aj17\nUjqKEmjdJVot4kLikF9lZ2djUGpnuwUjxkAUmgsRFRSlmIzs4ssW49nJzyoyFqM9JhMwdy6lIpeU\n6G2N8ZGSGmyq3aDWx4f+N91hjerakoZn7a9XUuPZ/+hvvqE67TffBOLibDumd29qtPr22471Y1QS\nW94XVuYlzcPrqZ33kHno+4fw2MbHFLCKaY9aTWnjhBDnAIhueX5Oy48/qMfS3UKIa4UQIwG8AeAr\nKWVmy+EvAJgjhLhNCJEM4C0AWaDeTQDwEoDRQoh/CiGGAngZFJF6V41zMSpGbbI2ZQrl4RbrlEY9\nezbw+ef2fQF1xtdfA5Mnn+nP4MrEhcThRNUJu4+bPJl6hBitSa+nUlZGhfP1LQnLheZCxAQpp4bo\n42XA7tKMXaSmAn5+wKef6m2J8RGClNE+/1xvS4iCqgL4e/sjzC+s+51BdUueXrP0wANUQxNqZ1/2\nW2+lxebPPlPHLj3oG94XOady9DZDM6QEtm8HDh9Wfy61IkvLQOlyiwF4tfx+EMBoKeXLIIfpFQDf\ng5TtbrAeKKX8CsDdAP4JYAsAb1DfJtmyfSeAeQB+D+A3AOcBmCyltE8SxsUxapO1CRNoFW3dOv1s\nUKpZ2bnnkpCGO/SkiAuJQ0FVASzSYtdxY8eSsMTatfbNxzLd6rB9O/DXv55xlorMRd0KfDCeRXAw\ncNVVwIoVZwsBMWczaRKwdasxsgis4g62NhnvFdTL4/uieXs71iIkOhpYsoRESNyFxPBEFJoLUd9U\n3/3OboAQpA6thaiNWn2WJkopvTr4+bFl+6NSymgpZZiU8kYpZWW745dIKXtLKYOllDNa0vdab/9M\nSjlIShkopZwgpdyvxnkYGaOqkwQH0w22nql4StGvHxU2Gqkng6PEhcShobkBZTVl3e/cCj8/coDt\ndZb++Efgo4/sO0YLDh8G/vxnWlF0RXJy6D1pXUV1hT5bjPbMnw889RQtXKnNmjVdN0s3OhMmkIx0\nu9pyXWi2NCMxLNHm/a859xpMHTDVobl+/NE4MvN6ccEF2nxGtCIxPBFSSuSe8pxUkHHj6LNrsW8d\n2G60VsNjFMKqTmLE3hWTJ1NvoOPH9bbEOYSg2id3cJbiQ6gNmSN1S1dcARw9Chw5Ytv+Bw/SzVNs\n92n3mhMSAvz8s+veJOTkkIw8AFikBUXmInaWmLOIi6PvLrV7i23bRkqd39rWFsiQ9OpF/XfUrluy\nhQcvfdCumsFJ/SZhUr9JDs21di3w/vsOHcoYlL5hfQEAx04d09kS7Rg/nprmHjig7jzsLDGKM24c\npcLpmYqnFKNGkeNnhBQNZ4gLiUNydLJDx158MTkZtkYLV64kkY2xYx2aTlWio4ERI4DVq/W2xDFa\nO0sVtRVosjSxs8TowtGjwH33AcOHU92IKzNpEvXnqfeM7CUAQFISNct1hVTN48fVjxy4A2H+YQjz\nD0POyRy9TdGMYcMoo2nTJnXnYWeJURx/f+qSvXev3pZ0TnltOeavmI+Ud1Iwf8V8lNeWd7jfqFH0\nJW1tHqcl333XeXplQ3MDvjv6HSpqK2waK8AnAG/NeAvDYobZbYePDzBxIjm/3dUi1deTOtH06YCX\nMgJtijNtGq2I6yVC4igWS1tnqUdgD2y8aSMuTrhYT7MYD6SsDLj7blp8eOYZtOlp54pMnEi1v7/+\nqrcl2pGURA3u27XBMRxbtlBa6fLleluiHGazenW9fcP64thJz4kseXsDl1yifhotO0uMKixaBDz3\nnN5WdE7a6jT8euJXlNWUYVfRLqSt7lh7PT4eiInRJxVvw4bOnbT8qnz87bu/ne7orTa/+x0JXtTW\ndr3f+vVAVRUpchmVyy4jB/Cbb7rf10gUFtIqsNVZAoAg3yD4ejlQ3cwwDlJXB9xzD91o/+c/tKrr\n6vTtSzWqSqbnNjfT96AR0vs6YuBAEkYw8qLmZ58Bf/kLZQNcfbXe1ijHX/8KPP64fcfYKs6UGJ7o\nUWl4AHDppZQBVKqi1gk7S4wqBAaqny9v5fhxIN/OUpy8qjwUmAuQfTIb/t7+yKvqWHtdCIou6RFZ\n2r+fcuk7oshcBACapWCNGAH83//R/7UrVq6kffv00cQshwgKoqLur792LdW+nBx6bO0sqcGKzBV4\neMPD6k7CuCQWC/CPfwDZ2cCLL9JCkrtw550UdVaK7Gy6LoXZpgKuOT4+dH0xotqrxUJZFf/3f8C1\n19LCa3fXHlehoYEc1AEDbD/G3GDGuLfHYXNu9+GT20fejhenvuiEha7HJZdQu5ifflJvDnaWGJfn\nzTftb8obGxwLi7RAQKCuqQ4JIZ1rr991F/B6533gVKGqinobdeYsFZoLIYRAVGCUtoZ1QW4uSVvP\nnKm3Jd3zu99RzcWhQ3pbYjvl5aSCp/YN6sm6k/jpuIpXHcZl+e47UlFbvBgYMkRva5Rl4kRg9Gjl\nxrOmtw0erNyYSpOUZDxnqaEBeOgh4L33KAJz//3K9E20hYwM4L//VXeOzEw6x+HDbT8muyIb9U31\n6BXUq9t9ewX1QmSAgRS/NCA8nHp8qrlAz84S49I0NFCaw+TJ9h1375h7EeAdgCE9h2BY9DCkT+tc\ne71HjzMNgLVif4sYfqeRpeoi9AjoYagmor/8QjfzkxwTZ9KUiy4CIiIouuQqTJ9ON6tq3zjEhsTi\nVN0p1DZ2k3PJuAx1dbQ44CxXXAG8+y6lvTBdk5VFEfagIL0t6ZykJKrdNEr95qlTwB13kMrv008D\n11+vXYYKQFkqr7+urrLajh0UJRs0yPZjsk9mQwhxWu2OOZvHH1c3/Z+dJcal+fln6plzxRX2HVdW\nW4b+Ef3xw00/YNmsZYZbicnMpItsZ+lsheZCwzUjnT2bcsz9/PS2pHu8vSm145Zb9LbEPrRYYbWm\ndhaaC9WfjNGEp54i5TpnFcWEoNpFpnuysrSJvh2tOIoDpY7d3SclUTTNKGqvRUVASQlFd/RYdJs+\nna65S5aoN8eOHdTfyZ7v8qMVRxEfEg8/bxe4uLop7CwxLs3atZT727+/fccdKT+C6OBoBPsaszo5\nM5NuSjr7Qi00FyImyHgFA+HheltgO8nJZ5q7MmewOksF5gKdLWGU4uqrKU32l1/0tsQzsFgoOmGP\ns3Tf2vvw1o637J7rla2v4JXfXrH7OACIigJefdX+66daDBpEC25JSfrM7+UF3H47KaupkZ5osQA7\nd5KzZA9HK46if4RB/kkeCjtLjMtSV0f58/am4AHAkYojOCfiHOWNUoh9+zpPwQMoDc+RyJKUEg3N\nLtBYg9GNXkG9YBImjiy5EcnJtPjiTvLLRiY3l5RD7XGW9hTvQWNzo91z9QrqhZKaEruP05vycpIE\nT0mhx/KW7h16y9BffjkpBb78svICQAcPAjU19tUrAeQs9Qvvp6wxjF2ws8SojtmszirN5s10QXLE\nWQr0CcSwaPt7DmmBxQJMndp1XYC5weyQEt6sj2fhjYw3nLCOMQIFVQV4YN0DyD2Vq/jY3iZvRAVF\nsbPkRggBzJtHacvZ2nQb8Gis4g62OksNzQ0oqylDbEis3XNFBUWhuNogRUd2kJYG7NpFafS7dtkv\n0sXfL50AACAASURBVKQWJhPVTWVkAFu3Kjv2zp0k197VQmh7ahprUGgu5MiSzrCzxKjOO+9Qr4Sm\nJmXHXbuWvnQSOhey65QnJj2BW4Ybs2DFZKILR1erT2sWrMHc8+faPXZkQCTyq+zUWW9HXh71V2lu\ndmoYxgmOVx7H+uz1EFCn+jk2OBYFVZyG505cfjmJ1Xz4Yff7NjU5X9/kyVxwARWc25rm60wriKjA\nKJyqO+VyGQN5eWeEk/z96blRGDeOUgFfeUXZ6NLs2fT587WjNV7OyRwAQL8IjizpCTtLjOpMngxU\nVirbHV1KEkCYPl25MW2d1yi9eUzC/o9vXEic086S2Qy8/752jXrLa8sxf8V8pLyTgvkr5qO8tlyb\niQ2M9eZKLZGPqwZdhTG9x6gyNqMPvr7Us+brr+n7uDOkBJ54gvopGeW7TmtefBH4+GPHj4+JAa68\n0vb9rfWBscH2R5asctKlNSp25FSIhgaqkfrtN1rkrKuj1+vqHFv0VAshgD/9iaKwxxTs72oy2d+D\nsHdobzw3+Tm7ygaKq4vx8IaHcfzUcTstZDqDnSVGdQYOpO7oa9YoN6YQwCOP0EqNszQ0N9jUHfvA\nAboA2tsA10jEh8TjRNUJp8YYPBjo3Zsie1qQtjoNG3I2oLi6GLuKdiFttUHyNXSk0FyIyIBI+HrZ\nsURpBzOGzMC0gQp26GQMwaxZFBFeubLzfd54A1i1Chg/XlvZZiNRVAR8+aV281lTXh1Z/IgKol57\nJdXGrlvatYtSQd97jxyQ9HRg2DBa9Bw2jJ4biZEjaWFB7Sbg3RHiF4KUxBS7lPB8TD5YfWg1DpW7\nUCNBhaitpXvNrhaEHIGdJUZ1hKDo0g8/APX1elvTlp2FOzH2rbHIq+w+ByA+nopQtYqoqEFcSBzK\naspQ3+T4P8L6/9ywAfj++zOFuWqRV5mHU/WnkHsqF/7e/sirUj5fQ0rlv1yV5NZb2650F5oLHUrZ\nYTybyEiSy4+P73j76tUk23znnVQ36alMnEh1R1otjBVUFaBnYE+HFj+sjcmNWrdUUwM88wx9h4WG\nAh98QBHOyEhg2TLqqbRsGT03Gq6qlhruH45Qv9DTKXyeRHU1NTXevFnZcdlZYjRhyhT60vzpJ70t\naUtscCyklDYVygcHk6KUKztL8aF0l+RsKt7o0bRSOHMmpUKq6TAlhCYgxDcEfl5+qGuqQ0KI8vka\nL75IkrFGpLGRBFJaq0Sxs8Q4yq23Apdddvbr27cDjz1GjR0XLtTeLiMxdizg40MLfFpQYC5wSNwB\nAIJ9g+Hv7e9UGp7FAhw+TDeaSvLzz5T98eWXwF//Crz5pnFkyt0ZIQT6hvf1SGepZ0+qZd+0Sdlx\n2VliNKFPH1IG+vZbvS1pS1RQFPy8/WxWFRs9mpwlV83ljwuJA+C8s/T885TOY7EAFRXqKhmlT0vH\nwB4D0WhpxPm9zkf6NOXzNUaMIFnXw4cVH9ppjh+nv3PrdJCi6iJ2lhjFyM6mprXDhwOLFnlu+p2V\noCD6rtfKWbqi/xWYd/48h44VQuDbBd86JPhjpbQUmDtXWfW3p56i60KfPhQVnzdPm6baDJEYlohj\npxQsuHIhxo0DtmxRVlSM37qMZkyZQqFRpVevnMEkTOgd2ttmZ2nUKIqiuKr8bq+gXvA2eSuiiBcT\nA/TqRTcWaioZRQZEYsnvlmBwj8F4JOURRAYon68xZgwQFkZpSEYjJ4cerc6SlJIjS4xilJcDd99N\nDUqfeUb/PjdGYdIkYMcO9dOMAWBsn7GYfI4DPTBaCPYNhnDCw+3Vi3727HF4iLMYNAh4+GFSlIuL\nU25cxjaskSXpqiu7TjBuHN1n7typ3JjsLDGaMXkyMHQoUFamnw0diTn0Cetjs7OUnEzpGWql4m3Z\nom6evEmY8MKUF5CSmOLUOAkJ9Hfo0UMbJaMBkQNgEiYcLDuoyvg+PuTMf/ON8SSTc3Iodz4igp43\nWhoxbeA0nBdlR7MOhmmHtSnolVfSTfK//kWpxgxhFbj48Ue9LdGGpCRlnaVrrqGUTk+PUupF37C+\nqG6o9kj12MGDafFHyVQ8dpYYzYiOBl5/3X7pTCX5IusLXPbeZW0cJnucJX9/uqio4SxJSSkwXaUq\nWqQFN39xM7Yc3+LwPGN6jzktN+soWisZ+Xv7o294XxwoO6DaHNOmASUlwLZtqk3hEDk5FFWy3nT4\nevli0bhFuCDmAj3NYlwca1PQ5mb6HD/xhN4WGYuICOqXtGGD7ceUlQFLllBam6uRnAxkZirfD9Hd\ncCRQ8+KLwOLFytvSFX3D+wKAR6biCUHRJXaWGI/lww+BI0ccP/5IxRFEB0W36VHUJ6wPCs2FNivE\njRpFxdBKRyCOH6ceRl119y6tKcXuot1otujbEVYPJaNBkYNUiywBFPWMiSG1sJQUWnXXIgWnO6zO\nktaU1ZThUJnnSc96CkZuCmoU7rqL+u3Yyt69JGJgtOi0LSQlkVrtIf7Id4iUFH19+237j3VU2Oqz\n/Z9h0zHH7vh7h/bG1AFTEeAd4NjkLs6llwK5ufSjBOwsMS5DSQnw3HPAvn2Oj3Gk/MhZzd36htEK\njC3y4QClFrz2muM2dEZmJj2ee27n+6jdjNTI3DL8Fiwat0i18YWg99jRo0BVFa26qylcYQtS6ucs\nvbvrXfzt+79pPzGjCUZuCmoUkpOp9sZWsrIoIhUVpZ5NajFkCNWr2ZKKZ7GQBLiSNSFGRwggJAR4\n91372kxYa5wvvND+OZfuXorf8h1LY/Hx8sETk57AuVFd3FC4MaNH04/ZrMx47CwxLsN33wFeXsCE\nCY4dL6XEkYojOCeyrbM0sMdAvDb9tdNKcd0RHU05sUor+2RmUv+TsLDO9ymqJmfJU4r7axtrTxeo\n9o/oj/4R6urOmkz0HmtoMMZqu8UC3H8/rZJpTUxwDArNhR5ZIOwJGL0pqCuSlUVOhyvW6fj6ku27\nd3e939GjwM03Ay+80P2+7sZNN9F38rvv2n6M1aG011lqaG5AXmWe6tc8d8XfH3j11a4zdeyBdW8Y\nl2HdOuCSSxxvFFdaU4rK+sqzIkuBPoEYGTdSAQudIzOTUsG6otBciACfAIT4hmhjlM4s3rwYJdUl\nWDJ9iSbz9e9Pq4b+/rTaPniwJtN2ipcXcNVV+swdExyD+qZ6nKw7iYiACH2MYFTDmkrLKEdWFvWd\nc1WSkzuPFjU2Au+8Q2mGCQnAG2+Qk+1JREaSBPqyZcD115PAUXfs3ElqgNF2JoMcO3kMFmlhZ8kg\ncGSJcQkKCmgV64orHB/jcDk10WkfWTICzc10oe0qBQ+gNLzooGinZGJdicPlh5EQql1+UHo6FXXz\najs1bAaoYSbDMF1TVkZpvEOG2HdcRkEGjp10rgjfIi1Y9P0ip4R/AKrP6ihqsm8fsGABOUg33EAp\neJ7mKFn5/e8pCvfmm7btn5HhWApe9knqT5IYnmj/wYzisLPEuATr1tEXVIoTitdHKo7Az9vP5nQ7\nLcnOpkhGd5GlompyljyBxuZGHK04ioE9Bmo2px7CFUYlNoScpUJzoc6WMIzxOdAi1Gmvs/R/m/4P\nn2Z+6tTcJmHCryd+RVZpllPj+PmdnUL46qvAwoXUXuH994E776RrsacSEkIO42ef0SJuV1RXU7Nz\nR5yloxVH0TOwJ0L9HEylYRSFnSVGF6qraQXL1p5Ca9dS3UZgoONzWsUdWivhGYXiYiA8vPsLrVLN\nSNceWYsfcn5wehw1yTmZgyZLEwZGaucsGR2LtOBE5Qk0WdTX9w3zC4Oftx87SwxjA1lZ1KfKngas\nUkoUmAsU+U7vFdQLJdUlTo1h7b3VWg00PJxUAd991z6xC3dm7lwqB3j99a7327WLapwcdZY4Bc84\ncM0SowsmE33RNDdTsWhX5ObShWjhQufm/MOIP+BU3SnnBlGJSy6h6Fl32XVXDrgS8aHxTs+3+tBq\nAMCExAlOj6UWh8pJw1bLyJLRKa4uxowPZ+ClK1/CJb0vUXUuIQRig2NRUGW8NLzy2nKkrU5DXlUe\nEkISkD4tHZEBHhwGZHQnPJx6tdmTIX2y7iTqm+pPR3GdISowCsXVxU6NYe295e9/Rg2U69rOJiCA\nWkzs3k3OUGdiT0OGAI895lhvyeyT2bgo/iLnDGUUg50lRhcCAqhD+tq13TtLPj5UTDl2rHNzxoXE\nGTIFz4otF9l5SfMUmSsuJA7b8g3WfbUdh8oOITYkFsG+wXqbYhisUR6t1BBjg2MNWbOUtjoNW09s\nRb45H0WhRUhbnYZls/iujlGPJ5+kFKw//7nj7ddcY/+Y1s+WEp/nqMCo0wtMjsK9t2xn9mxgzpyu\n94mMJAfaXqSU6BPaB8nRyY4Z14rK+kqcqjuF3mG9nR7LkzFePhLjMUydChw+TFKkXREbC/z1r2e+\nxI1CZSWlJ2Rk6G2J/cSHxCO/Kt/QstCHyg91mIL3RsYbWJ+9XgeL9EdrZ+mxiY/hyUlPajKXPeRV\n5aG2qRYApSbmVfFdHaMuPj7AmjXU+0wprJ9nq5iKM/QK6oWSGufS8Lj3lu2oqbEkhMBzU57D5HMm\nOz3Wc1uew8M/PKyAVa5LURHw5ZfOjcHOEqMbF19MK3Xffqu3JcQn+z7BxpyNNu8fEkJFvb/8oqJR\nKhEbEou6pjpU1FXobUqnHCw7iEE9zk6S33J8CzZkb9DEhtxc4B//AGpqNJmuDQcPUuS19c1ZobkQ\noX6hCPRxonjPDiICIuDn7afJXPaQEJKAmsYaBHgHwNfLFwkhfFfHqMvEiXTTtX+/cmMWmgvh5+2H\ncP9wp8eKCopCWU0Zmi3NDo/Bvbfcj8TwROSczDH0wqja7N1L6ZDdCXJ0BTtLjG74+tIFqP0NoV6s\nPbIW646us3l/IYBRo4DfHGuwrSvxIVT3lF9lo8KGxkgpseR3SzBzyMyztg3uMRgHyg5oYoevL70/\nV63SZLo2fPcd8OKLbVcwlRL4cHWem/IcvIQXooKiMCx6GNKn8V0doy7Dh1NR/wYF12kKqgoQGxyr\nSCuIqMAoWKQF5bXlDo/BaqDuR9/wvqiqrzL0wqjaXHwx9SzcvNnxMXRzloQQjwghLK1+moUQH7Ta\nfocQ4qgQokYI8b0Qol+742cJITKFELVCiK1CiOHanwXjLFOnUl60kqt1jtI7rDdyT+XadczIkdSD\norpaJaNUwlq7ZVRnSQiBcyLP6dAxGNRjEHJO5qC+qV51O2JigMsvpxsHi0X16dqQkwMkJrZ9zdpn\ny9M5UXkCfcP74ou5X2DZrGUs7sCojpcXqcQp6SyV15YrkoIH0E1x6uBURcZi3Adrn6ackzm62qEn\nQUHAiBHApk2Oj6F3ZOlXAOcAGABgIIC7AUAIMRvA8wD+AWAsAB8AK60HCSHGAFgOYAmA0QCOA1gt\nhNAmN4VRjJEjafVqzRq9LQH6hvVF7qlcu8LVo0bRTfSOHSoapgIhfiEI8QvBicoTeptiN4N7DoZF\nWvD/7J15eFNV/v/fN2nTLWnatE2aLule1i60gKKAgrKIUhdcQVDGUb+K6Hx11BnH0fk644zjuIzW\nZRx/uCOKAoqC7JsUBFqgZWsp6b4kXZK2SdMlbc7vj5DaQpckvVvS+3qePn2ae+8579Ns93M+m9ao\nZWW+e+8FamuBfftYma6PwYwlXbvgWQKAgvoCBPsFI1mRzLUUgTHEnDn292V5OT3jvXzdy3h9weu0\njKWRa/DCNS8gIiiClvEEvIOY4BiIKNGoGx97OrNm2aOA3A2p59pY6iCElBNCyi7+OLITnwXwHiHk\nS0LICQAPAUijKMrRkvT3AH4khOQSQk4B+A0AOYA7WF+BwKgQiezlSWfM4FqJ3bNk7ja75K6OibF7\nH44edW9Om81ePp0LsiKzeJmPMhKOXlklTeyE4k2caA/B+eILVqYDYH9NVFUBCQkDHxfC8Ozk1+Uj\nS53Fy55pAt7LFVfYK7nS6V2SiMdwh1cvo7WVHykF/ZGIJYiSRaGyVTCWrFb30yZ4901DUZQcwBQA\nfb4GQkgxgHoAV158aA6Abf2OtwI43u+4gAexeLE9ppQp6kx1+Ffev9BsaR72vDh5HACgurXa6bEd\neUv5blbhLiqyl1CvciL671zjORg76Is7fn3B61iatpS28djCz8cP8SHxON98nrU5773X/lydOsXO\nfLW1QE/P5Z6lT2/5FIvHLWZHBI/5bdZvsTx9OdcyBMYYfn72nnj9vcwtLYBOx7+bZAF20ens9zL7\n99vzXD/4gGtFvxInjxvTYXiAfWM7Pt79UDyujaXZFEWZKYo6TVHUCxRFSQAkACAALnV0VwGIpigq\nBEDIUMcZVyzACmfPAn/8o32nZrScaTiDr898DR/R8G3FYoLtFbVc3YGZNs1euaylxXVtZ8/av2Sd\n6fr+yJZHsLlklPUvvQQ2izwAwMyZ9saCbHmXKirsvy81ljRyjZCfA2B69HRkRGZwLUNgDLJqFfB6\nv8i5rVvtPZbYzmkU4BeRkcDkycB779kr/LrbUsRitaC7t5tWbXEhcWPeswTYvUsHD7r3XuXSWPoI\ndg/SbABrADwN4DUAjg6Ul0YWWgD4O3FcwAtwfNjIZKMfS2vUIjwwHHJ/+bDn+fn4IVIa6XKRhyuv\nBP7yF3vlNFc5cwYYNw7wGaE9tMVqgbnbLIRgXWRW3CxMiZzC2nwikb0x8oED7hnFrlJRAQQGAuHh\nzM81ElvOb8HbR97mWoaAAC/QaICIfmlBxcVAaqq9AITA2GbZMnsV0w8/tOcxG9woTLju1Drc9OVN\ntOp6YMoDWHub0LR7zhx7SL07Bbk4M5YIIdWEkFOEkOOEkDcBvATgAQBdACgAl956+sNuEDlKYA11\nfEgWLVqEnJycAT8zZszAd999N+C8HTt2ICfn8qoyq1atwpo1awY8dvz4ceTk5KCpqWnA4y+++CL+\n+c9/DnisqqoKOTk5KC4uHvB4bm4unn766QGPWSwW5OTk4OAltQ7XrVuHlStXXqbtrrvu8pp1bNz4\nHXbutFchE4lGvw6tQYvmrc1OrWOmZiaObjzq0jqeemolbrrJfnPbfx3OPB/nzgElJSOvw9G8cOP7\nG4XXFYCZ6pnY+fJOVtfxySc5+PDDJoT0a4nC1Pvj4MF1aGxceVnjQy6ejyOFR7Dtwq/N0Pj2uuq1\n9WL5puXYXLJZ+NwV1sH6Oo4eLcb48Z6/Dm95Prhcx3vvARbLKnR3r0Fzsz0f29V1nCg+gZLcElrX\nIfeXI9A3cMw9H/3XsW7dOjz/fA5On87BTTddg8jISDz22GOXnT8UFF8aVVEUNR/ATwDiAVQCuJYQ\ncqDf8SoA/wLwDuxG0cOEkM/6HT8AIJ8Q8uQgY2cBKCgoKEBWllBhnO8cPw489BDw0UdAevrox7vt\n69swUzMTT8647KXBKSaTfafjpZeARYuGP/dQ9SE8/tPj+OGeH6CW0VNqlq98V/wd2rrasCJjBddS\nBABsOrcJ/zj4Dxx64NCIoaxcsXTDUowPH48XrhnbneoF2KWjw15O/LnngFsubwknMMa45hrAaAQa\nGoDoaEAqtecwucLSDUsxWTkZz816jhmRAn0cP34c2dnZAJBNCBk2cJLrnKX+TAfQTAipBlABYJ7j\nAEVRqbDnI+0mduvu8CXH5QCyAexiU7AAM+zcCahU9vjf0dLV04Xqtmpelhh29JaaMGHkc/VmPUSU\naEyUhd2h3YEifRHXMgQuEimNhI3Y0NDewLWUIclQZaBQX8i1DIExRmmpPf+hv2eJS3ptvdCb9ei1\ncVRidYwTE2N/PcTEAF1d9t+uYCM2VLRUIDE0kRmBAm7DZVPaf1EUdSNFUekURT0O4A8A/n7x8BsA\nnqAo6naKoqYC+H8AfiCEnL14/E0Ad1EU9RBFUemw5z8Vw+6ZEvBQDAbgnnuAV16xV5ahIzekvKUc\nhBAkhSaNfjCaOXPGHroXFzfyufp2PcIDw3m7s08nFwwXkKJI4VqGwEUcnkxHKCgfSVelo7KlEi2d\nLCSUCQhcpLjYnm+a6Ma97Uv7X8L6M+tp1XO8/jhu/PJG3jYb93Zyc4GMDHsT1IwM+9+uUNtWi+7e\nbsFY4iFcepZ8YTdyDsHeJ+kJQsi/AYAQ8g7sBtO7AHbDXvmuLyaHEPID7A1s/3zxeh8AiwlfYgoF\n3GL1anvJze5uoK3t13jf0aA12BuXJoQmjHAm+5w7Z/cqiZx4F+rMOqikKkZ08Olt02xphqHDgJQw\nwVjiC46iIvWmeo6VDI2jMt4pPUu13QXGPAYD8Le/2RvUrlzpejL/oepDtLaCAABlkBIA0GhpHOFM\nASZQKIC1a+2hd2vX2v92hTJjGQAgIYR/9ytjHS4LPPyOEKIihEgJIZmEkDWXHP/LxeNyQsh9hJC2\nS46/TwiJvXj9zYQQYSvFw6mpAUJCAH9/QC63/z1a5P5y3JR6EwJ9A0c+mWWeegq4JM9xSPRmPSKD\n6K+E96+8f2HV1lW0j+sujt5JgmdpIDZiw6t5r6K4qXjkk2nG38cfoQGhqDdzayxZrBa8uPfFQfuF\nqKVqhAeGC+GbAqyxerW9P56PD1BY6NrmXndvN5osTbTnnzrCtBvbBWPJEykzlkEqkSI8kAdlUAUG\n4P0xPQIeQ0wM0NwMhIYCnZ32ktqjZaZmJmZqZo5+IAZQqew/zvDmwjfR2dNJu4YgSRCv+i+UGkoR\n6BuI6GChZVp/jB1GrD+zHlfGXInx4ewnSKilas49S4W6Qmwp3YLfTPnNZccoikK6Kl3IWxJgjZoa\nICnJnqMiFru2uac36wGA9lYQgb6BCPQN5HV+ocDQlLeUIzE0EdSlZVAFOIdPBR4ExjijjfflGkLs\nmg8cGPlcV/H38UeIf8jIJ7pIlCwKDe0NsPZaaR/bHUqbS5GsSIaIcu6jqc5U53JfLLqorwc2bmRn\nLke+EFd9tq5LuA7jwmnYvRgF+XX5CAsMg0auGfR4hioDZxrPoMfWw7IygbGII4lfLLZv7rmSzO/w\n0qql9Fc2jQiKEMLwPJQnrngCz89+npGxjR1GPL3jaU6iE/jImTPAsWPOny94lgR4gyPelw+0d7cj\nSBLk0jUUZX/z6XTA7NkMCaOZKFkUCCHQmXWIlcdyLQelhlKkq5yvF//C3hegClLh5eteZlDV4Bw7\nBvz97/Ymd/Hx9I1LCC7rr8S1sXRf5n2czNuf/Pp8TFVPHXLXdW7CXF7mJgp4J7m59tC7mhp7FIQr\nm3uO9zMTeajKQKUQhuehhAWGISwwjJGxgyRB2Fe5DzM1MzmJTuAbW7cCmzc7f77gWRIQuITvir/D\n3M/murVDPW2a/SaaRzUThiVaZg9340v1pBkxM1wKm0wNS8V5w3kGFQ3NwoVAWBjw5Zf0jdnZae+9\ndal3UmfWwd/HHzKJjL7JPIj27nacazyHqVFThzxHLVPjqtirxkTFSAHuGU0yv86sQ1hgGCRiCe26\nIoIihDA8gcuQiCVQS9WD5nyORWbNsqd9OItgLAkIXEKULAq9tl63DIhp0+xVkcrLGRDGACqpCiJK\nhFpTLddSAABPXPkEZsc575YbFzYOlS2VjORzjYREAtx1F/Djj/ZGhHRQVQWYzfa8vf7o2/WIlEaO\n2Vj2k7qTsBEbsqOyuZYiIDBq6k31jITgAUBEoBCGJzA48SHxvMpR5pL4eHsovbMIxpKAwCU4ciKq\nW6tdvjYjw14dKT+fblXM4CPygUqq4jx5311Sw1JhI7a+EvFss2SJPWTu22/pGa+iwv770t5bOrOO\nsxA8PpBflw9lkBKxwdyHigoIjJbp0dORMy6HkbHvnHQn3r7hbUbGFvBs4kPiBc/SRZ56yrUIIMFY\nEhgWQ4cByzYswzWfXINlG5bB0OFiMwkPRBmkhEQscWsHJiAASE93LXGQa6KkUbzxLLlKkiIJIkqE\nkuYSTuaXy4GcHOCbb+z9wUZLRYU9nCc4eODjY95Yqs9Htjp7zHrWPBlDhwFLNyzFjDUzcPv621Fn\nquNVbzcuuCHlBtw24TZGxlZJVYgPiWdkbAHPJk4eh5q2Gt4UdBoMtu45a2ouj+AYDiG4W2BYVm9d\njYL6AjRbmtFgbsDqrauxdglPqjCMgNaghUauga/Y16XrRJQIGrnG7SprU6cC69bZS8oO1nB2wwZ7\nrOxDD7k1PO08lP0QI7HzbCARS5AQmoCSJm6MJQC45x67Z2nrVuCWW0Y3VkXF4MUikkKTMCli0ugG\n91AIIViQtABJoUlcSxFwg9VbV+NQ9SE0WhpxUncSe8r34OiDR5GsSB7ymqO1R3FSdxJSiRRBvkEI\nkgT1/ZZKpJBJZH09hfpj6DBg9dbVqDHVIEYWg9xFuVAEuNgZVEDAS4kLiYON2FBrquWtQb1662oU\n6gvh7+OPQn0hY/ecMTGulfsXjCWBYakx1cBitcDSY0EP6UGNiYZOsSxg6DDgrm/vwqvzXsXchLku\nXz8aY2naNOC//wVKSoAJEy4/vns3EOhCj9zcI7lIDE3Ejak3uqVnJDw9D2Rc2DjOijwAgEZjr364\ndq3dyzSYgews5eVAWtrlj7947YvuD+rhUBSFe9Pv5VqGgJvUmGrQ1dMFP7EflEFK+Ip9R8zXKWkq\nwabiTWjvbofFarnseGpYKr5ccnllFbZutAQEPJE4uT2+u7KlkrfGUo2pBv4+/gDsLVOYuufMzQWW\nLQPKypw7XzCWBIYlShqFgroCAEBbZxumR03nWJFzOHJY3N2N1sg12HZhm1vXTp4MLF8OSKWXH7PZ\ngLNngRUrnB9vm3YbbkxhxlDyBlLDUnG45jAIIZyFaT3yCNDefnnJb1ew2YDKSrvBxUc6ezph6jIN\nuqMvIDAUUdIo5NflIzwwHD4iH6Qr00dsy7A8YzmWZywHANiIDRarBe3d7Wi3tsPcbR6yD5vjRosQ\nwuiNloAAnTRZmvDesffw26zfIkoWxdg84YHhuGPiHQgPDGdsjtESI4vB4ZrDEFEi+Pv4Y1wYXd0K\nkQAAIABJREFUM/39FArg5ZeBbU7e5gk5SwLDcsekOyARSyD3k0PiI0HuIs/oFKs1aiERSxAT7EKn\nwH5o5Bro2/Xo6uly+VpfX+CJJ4DYQXLRa2rs1c4mTnRuLBuxobG9cUznq4zEHRPvwPZ7t3Oaz5Kc\nbC/uMRoJOp0974nOnk108sbhN/DEtie4ljEiZcYyvLj3RXRYO7iWIgB7mK+f2A/KQCUyVBkuf4eI\nKBGkEilUUhUSQxORrkrHZOXkQc+NkcWgpbMFxc3FMHebESNz7/NfQIBNzjefx+YSF5r+uAlFUXh2\n5rOYpORvSHfuolzI/eRo6Wxx6/OCKQRjSWBYjtUewy3jb8GWpVvw1zl/RYh/CNeSnEJr0CI+JB5i\nkdit62dqZuKTmz+hvWfL2bP2384aS02WJtiIDaog+psX8onKlkq3qg8CgJ+P35A7zZ6EXA688orz\nrw22UUvVfc00+YyN2LCldAvONp7lWooAgNMNpzE1aiqOPHgEa5esZTSHKHdRLrLUWRBRIkRKI3lz\noyUgMBzlxnL4+/gLm6IAFAEK/OP6fyA+JB7v3vgub3IOhTA8gWH569y/otnSDJVUhSnqKVzLcRqt\nUTtsAvFIKAIUjLxJz54FoqMvr3Y2FEx2eucTHx7/EHWmOnx080dcS+GMoCDg+uu5VjE0apkabV1t\nsFgtCPR1IemOZRJDExEkCUKhvtDj8/G8AVO3CbPjZrOyoaEIUGD9Hetx17d3IV2ZzpsbLQGB4Sgz\nliEhNMErNv3oIF2VDgA4pT+FWXGzOFZjR3hmBIbF0YfHkyCE4ILhwqiMJaY4exaY5IIH3GEsefuO\nU6mhFKlhqVzLEBgGx2uQ794lESVCmjINRfoirqUIAHhu1nP406w/sTpnpioTJ/UnWZ3TWS4YLqDZ\n0szoHL/U/ILPCz9ndA5Pgu8tUMpbypEQksC1DN6glqqhCFDgVMMprqX0IRhLAl6Hvl0Pi9XCu1LD\nvb1AcbFrYVZ6sx6BvoGQSgapFuEldPd2o6KlAimKFK6lCAyDo4KZJzQwTlelo0hfBBuxcS1FAGA9\nnzAzMhPlxnK0dLawOq8z/HH3H/HxyY8ZnaNIX4TPiwRjyYGjSmJ7d3tflUS+QAhBmbEMiaGJXEvh\nlA5rB14+8DKqWqtAUVTfZzhfEIwlAa+jzGivBZmk4Jex1NUFLF0KTHehoCBbzUiLm4rx4/kfGZ9n\nMMqN5ei19SIlTDCWBqO7l4ZutzQQERQBsUiMejM7xlJbVxs+L/zcrRveDFUG2rra3C7/L+DZZEZm\nAgAKdYUcKxkIIQT1pvoRS6ePFmWQEsZOI3psPYzOwzdsxDZoUSa2ylG7Q6OlEeZu85g3lvLr8rGp\neFNfw+p0VTrONJ5Br62XY2V2BGNJwOuYETMDW5dt5V1RhMBA4NFHgVQXos2SFEm4PpH5RJYjNUfw\n2qHXGJ9nMEoNpQDAy7BJd7FYgPM0tH4ihGDup3Ox/sz60Q82SkSUCKogFWuepfy6fLx15C23KlJO\nVk6GiBLx7mZZgB3UMjVUUhVO6vgVitfa1YrOnk6oZcwbS4QQxsP9uKatqw2Hqg/hg/wP8NjWxzD3\n07n45OQnl50XI4tBZ08nCAg6ezp5VSWx3FgOAGM+DO9Q9SFEB0dDI9cAANKUaeiwdkBr1HKszI5Q\n4EHA66AoCsogJdcyAAB79wKEAHNd74sLALhtwm30ChqCKFkUzN1mtHW1IdjPyeoTNHG++TxigmN4\nXTTAVV57DSgoADZtGl2T2rauNnT2dPKmL0akNJI1z1J+XT5igmPcypkMkgQhWZGMQn0hbh5/MwPq\nBPhOpioTJ3QnuJYxAMdGA9PRAo7Pi0ZLo8flHI/EnvI9OFB5AKcaTqGypRIAEOIfgjRlGlZkrMBV\nsVdddk3uolw8sPkB7C3fixmxM3hVJTHQNxDzk+YjOjiatTmbLE1otjRjXDgzPYxchRCCvOo8zNTM\n7AvZnRAxATM1M3njWRKMJQEBBtmxA9Dr3TeW2MLxQV1nqmPdWCptpqe4wxuH30BnTyeem/UcDapG\nx+23A5s3A/v2je6517frAYA3XtLnZz+PAJ8AVubKr8vH1Kipbl9/+8TbaS/9L+A5rJq+irXXqrM4\nNhrYCMMDgIb2Bkbn4YKCugJojVpcEX0Ffjvlt0hTpSFaFj1sXpwiQIGNd27EzV/djOnR03lVJTFN\nlYY0VRqrc3568lMcqjmEDXduYHXeoahsrUSdqW6Aoevv449/L/w3h6oGIoThCQzARmzIq8ob0ppv\n7WzFl6e+hLHDyLIy9rERG94/9v6oQnmmTQNOn7aHZfEZR9fwOlMd63PXmmppCcHrtfUivy6fBkWj\nZ+JEICsL+OIL584/eBDYvfvyx/lWDVEj1yAiKILxeQwdBpQZy5Ctdr/0920TbkPOuBwaVQl4ElGy\nKIQGhHItYwA6sw5+Pn6M9yuU+8nhK/ZFk6WJ0XlGQ/8Kdfd8ew/yqvKw7tS6Ee8tfn/V7/H5rZ/j\nmaufwQ0pNyAmOMapAiIURWFRyiLsKtvFmzxQrogLiUNNWw1vctoOVR+CRCwZ1eYY0wjGksAAjtQc\nwRPbnsC5pnODHu/u7cYbh9/gzU0pk4goETYVb8LR2qNujzF1KmCzAceP0yiMAeR+cgT4BqC2rZb1\nub+7+zvcl3HfqMcZFz4O1W3VsFj5YZneey9QVASccqL66YYNdk/UpejMOviKfXl308c0x+vtbxih\nT5Jn0tLZgjJjWV+ytoCdelM9IqWRjFcHpCgKEYERvPYsrd66GnnVeTjTcAbfl3yPxesWI/do7og5\nKqP5392QfAPM3WYcrDro9hjeQJw8Dr22Xk42RwcjryoP2ersviIcfEQwlgQGsKl4E5IUSZgUMXgz\noIigCGjkGhTUF7CsjBs0cs2oKmrFxgJKJXDsGI2iGICiKETJojj58BRRIvj5+I16nHFh4/p6bPGB\nmTMBjcY571JFBRAff/njOrMOyiDlmGtWmF+XD41cw5vcQ7bgez8YZ9mh3YGlG5aio6eDaym8QmfW\nMR6C5yBLnQW5n5yVudyhxlSDtq42EBCopWokhSZh//37GfUuxIXEYWLERGwt3crYHJ5AXEgcAKCi\npYJbIQAsVguO644PmmvGJ8bWN7DAsBg6DNhfuR+3jr912N2bbHV2386vt6ORa1DZWun29RRlD8Xj\nu7EEANGyaNSa2Pcs0UVCaALEIjHON9NQho4GRCJ7qfi9e4G6YWzQ7m6gtnZoYykyiB8heGwy2nwl\nT4XP/WBc4WDVQWSps7yqaAsd/G3u3/DSnJdYmesv1/4FyzOWszKXO6ilanT0dCDUPxQBvgFIDUuF\nr9iX8XkXpSzCwaqDaOtqY3wuvhIRGIFA30BeGEs9th78JvM3uCb+Gq6lDItgLAn08eP5HyGmxFiU\nsmjY87LUWSgzlnnsrqcrODxLowknGT8e2LbN3l9p2TLAwNN/W1JokkcnxEvEEiSGJvLGWAKAm24C\npFLgyy+HPqemxh6qmTBI5Vi2+mzxiR5bDyZGTMQszSyupbAOn/vBOEtnTyfy6/JxdezVXEvhHX4+\nfrwqLsAlq6bZC3CEBoQiQ5XBWoW6+UnzYSM27Crbxcp8fISiKMSFxPVVE+SSYL9gPJj9YF/eNF/x\n3DsjAVohhGBT8SZcl3DdiNXQHHkEJ+pP4LrE69iQ5zTP7X4O18RdgwXJC2gZTyPXwNxtRktni9t5\nI998A3R02KviWSzA6tXA2rUjX2fsMCLQN5CWEDVnWDV9FSvzMEmqIhXFTcVcy+jD3x947DEgeJi3\nVLm9zcagnqWnZjzFym4rn/AR+bC2+843YmQxKNQXwt/HH509nRgXxo/Svq5QUFeA7t5uXK0RjCWB\noeno6cAk5STsXrEbErGEtXkVAQpcGXMlivRFrLXm4CNx8jheeJY8BcGzJAAAKKgvQHVrNW6dcOuI\n5yqDlIgJjuFd3lJ3bzd2le1Cu7WdtjEdDdJGk7fU3AwkJgLh4fab5xonN4tf3Pci/rTnT27POxYZ\nFz4OFwwXeNObAQBuuw24fpi+whUVgFwOhAxSIGuSchItZdUFPIPfXfk7pCnTECQJYnW3nU4OVh1E\nlCwKcfI4rqUI8Jj5SfOx7759rBpKDl65/hX85dq/sD7vpZQZy9DeTd/9iivEyeM8wnNtIzacbTzL\neSSTYCwJAAA2ndsEjVyDKZFTnDo/W53NO2OpoqUCNmKjpQy1g9jgWAAYVd5STIw9d4migM5O+9/O\noDPreNNfx1OYqZmJ52c/j17CH2NpJIYq7sBXdpftxhdFTtZE5wFagxY/V/7MtYwR6bB24H+3/y9u\nSLkB++/fj7VL1npcyNZgzSW5Zm/5Xjz8w8NCZT4eIhaJOZmXL7l0D//4MNaeciLMhAGWpS/Dj/f8\nyMncrmDttWLl9yuxp3wPpzoEY0kAADAxYiJWZq50+gtuVtwspChSYCM2hpU5j9ZgLzmaGJpI25h+\nPn6YmzAXQb5Bbo+RmwtkZABBQfbfuU5uFuvMOq/rvs40GrkGi1IWcbJb6S5SKZCZybUK5ynSF2Hj\nuY1cy3CaH8//iFfyXuFaxojkVeehs6cTcxN+7WLMp89XZ6hoqUCdqY5X+Uq+Yl8U1BfwpkyygABg\nD7M3dhhpvV9xhUDfQI8I8fbz8cO4sHE4pXeiBweDCDlLAgDsuwyucG38tbg2/lpmxLiJ1qiFSqqC\nVCKlddxX5706qusVCudylPpj7jbDYrV4dXL/B/kfoNZUO2bzUxw8+yzXClxDLVNDZ9bBRmweUdI8\nIzIDnxd9Dr1Zz+vNh53anZgQMQExwXbX8+M/PY6JERPxP1P/h2NlzlNrqoUySMmr/ljpqnQAwAnd\nCUQHR3OsRkDATnmLPVmVK2PJk5isnIxfan7hVAP/v+kEBJxEa9AiKTSJaxm0oDfrAcCrjaUTuhPo\n7OnkWoaAi6ilanT3dqOls4VrKU7huFku0hdxrGRoLFYLDlYfxLzEeX2PhQeGY9uFbR4VPjZTMxNb\nlm7hVXPJYL9gJCmScFJ3kmspnOBJr5+xRLmxHGKRuC/UX2Bo0lXpqGqt4vQ7RzCWBLwGrVFLa74S\nl+jb7caSt+YsEUJQaigVihd4IA4Dvt5Uz7ES51AEKBATHMNrY+lg1UF09XTh+sRfK4EsTF6ImrYa\nnGs6x6Ey1+FLrlJ/pkRO4dxYevvI26w3Q31w84N44/AbrM4p4BxlxjJo5BqPCIVjgg1nN2CHdodT\n5zo2vLgMxROMJQGvwGK1oM5U5zWeJZ1ZBxElQnhgONdSGKHR0ojWzlakKFK4lsI6Npu9hLynopap\nAQD1ZnqNpZbOFhypOYLu3m5axwXsX7aF+kLax6WLndqdmKScNKDXyNSoqVAEKLD9wnYOlXkHmZGZ\nqGipgLHDyJmGny78NKqqqu4gEUv6Nt4E+EV5SzkSQgZprjcGIITgk8JPnN7AUEvVUAQocKpBMJbc\ngqKoFymKqqUoykxR1AaKosK41iTADT22HjyY9WDfDoSnozPrEB4Yznq1oD3le7Bo7SLGS2+XNpcC\nAFLCxp6x9MgjwJtvjnzehrMbOE9qHQyZRIZA30DaPUuHqg9h1dZVsFjptyQzVBkoaS7hZdhne3c7\n8qrzBoTgAYCIEmFe4jzsLNvpcYUe+EZmpL2CClcGs7XXiiZLE9RSNavzRgRFoMnSxOqcI8G3sMC2\nrjYcqz3G+rxlxrIxm69U0VKBelO904VgKIpCuipd8Cy5A0VRzwB4DMCDAK4HMAHAJ1xqEuCOYL9g\nPDz1YcTKvSP+9+7Jd+PNBU7cUdOMv48/GtobGN+NLDWUIkgSxPrNAx+44gpgyxbAOMIm9zvH3uFd\neX7A/sUVKY2k3bOUX5ePZEUyQvwHaTg1StJV6ei19eJs41naxx4tdaY6qGXqASF4DhYkL0BDewPn\nIWSeTqQ0EiqpirP/o75dD0JIn1eWLZRBSjS0N7A650hUtlZiwRcLcL75PNdSAADfnv0WT+54Eh3W\nDtbmNHWZ0GRpGrPG0qHqQ5CIJS4VgklTpqHB0sCZse2RxhJlD4r+PYCXCCFbCSG/AHgSwCKKooRO\neAIejyJAgXHh41ifN1pmrxbFdJnd883nkaJIYSy/4VjtMdbzA5xlyRJ7z61vvhn6HIvVAlOXibcF\nPq6MuZL2fLr8unxMjZpK65gOkhRJSFIkoa2rjZHxR0NKWAo23Llh0Oc6TZmGKFkUtl3YxoEy7+Kp\nGU9hftJ8TuZ2eGHZfj+HB4aj0dLIK89kSVMJmi3NvPlsW5i8EB3WDuyv3M/anDI/GfbctwezNLNY\nm3MwLFYLVm9djfy6fFbnzavOw9SoqS4Vgrk3/V58e8e3nOVEeqSxBCANQBiA/sHc+wAQAFdyIcjT\nONd4Dg9ufhCN7Y2jGqe7txtHa48yEjrDJ2zExssbLbpx7HwybSwxXdzhQOUBfHj8Q8bGHw1yOZCT\nA3z99dC5SzqzDgB/qyE+OeNJ3Jd5H23j1ZvqUWeqQ7aamZLTIkqEr2//mnftDkaCoijMT5qPvOo8\nXt3weiJzE+ZiYsRETuZ2eGHZfj8rg5TotfXyqnJlcVMx1DI1gv2CuZYCAIiSRSEzMpP1zbVgv2AE\n+AawOuelBPgE4KT+JIqbilmb02K14ITuBK6Kvcql68QiMafFYzzVWHL4LssdDxBCOgE0AhiykcKf\ndv8Jhg4Dw9I8g03Fm1Brqh11h/jG9kY8uuVR1ncm2ObtI2/j/u/u51oG40jEEkQERaC2rZbReR7M\nehCLUhYxNn5qWCqqW6t5a8QvWgScOAGoVMDNNwOGSz6W+G4s0U1+XT4oiuJVfx6+sCJjBb654xte\n97Q623gW1l4r1zJ4i86sgyJAwXqz7IjACAAY9aYonZQ0l2B82HiuZQxgUcoi/FLzy5i7P6QoChq5\nBhUtFazNmV+XD2uv1WVjiWs8tSmtFICNEHLpp7MFwJB+vfbzp/H3D1fgtfmvXX5QIgESR4gfLSsD\nuoep1BQebv8Ziq4uoLx86OMAkJAA+PkNfbypyf4zFE6so6PkDM7+vBErUm+C+Hzp5Se4sI4oQpDd\nFoTywz9hdoeS1XWw+XxEy6JRa6pFr613YNEFD1vHkPRbR1ZLILrPFAGyfrtNNK9j0HAYGtcxucUH\ncbpOVP2yA+Mj+n0x8+T5eO3lBHR2+oGigAsXgNWrBzYuNlSfR4KuCxFVzYBokF1hnqyDrvd5fl0+\nUhQpg+82e9A6hsXNdfT9T3i6DnO3GS9+txIPZT+EeUnzvP756MOFddSb6gfPV2J4HZGWFsjNPWi0\nNGIchgjrZvH5IISguKkYS9OWXn4Oh+/z6xOvx6t5r2Jf/re4LWL20Nfz7HU1JC68ruLl8ahsqbz8\nHIbWcS5/E64wyaGptwD+Xdy+z0f6P/eHEOJxPwDuANALQHTJ47UAfjfI+VkASJgIZE6AmCyWy/t+\nrgwKIpuSkgi54w7iYPv27WTx4sXkUh5NSiL/Ly6OkOzsvp+CCRPIYrmcNGZkEPLBB33nvvDCC+SV\nV14ZcH3lzz+TxXI5OTdp0oAx3o6NJb9Xqex/a7WEEELa29vJ4sWLyc8//zxgjC8feIDcHxY24HqS\nnU3uDA11eh33aSLJSwoJ6ZqSTss6alLVRJukYH0dbD4f+0v3E3m6nHz707cevQ5nno+aVDUpTwrz\n6HX0ZmeRs3FBpHliIi/Xcdc0LUlLIyQurp3I5YtJRsbAdTyfM4PcJvX1qtfVUOuw2WzkxrU3kofe\nfMij1+Etz4er62idnEK+ifQnNwYHe/Q6mHw+Pj36Kcmcncn6OhoyMkjRS48RvVnPi+ejrq2OpDyR\nQq6+/mpOn4/B1vHU9qfIQ9cledTrio73xxPvPEHCp4Szto5X1RHksTA56+/zLxMS+u77Z0ulROXj\nQ2YEBRHY03eyyAh2B0V4VsbRGSiKugrAzwASCCFVFx+TADADuJ0QsvmS87MAFKTc44sojQIf3fzR\n5VVIvHDHYCie+eB2BMMfz1/z/OAnuLiOXWW78EH+B/jklk8QJAmyP+hlO4M6sw43fXkT3lr4Fq7W\n9Ct36WHrGJJ+6/jq9FfYXb4bHy7ul/Pjgev4/Y7fIyk0CY9Me+TX4zxZx31/SUDBaT/4+wOdnUBG\nxkDP0j+/exqttVr8/bq/Dz4AT9ZBx/vcFB2BB394EI9OexSz4wbZ1fWQdXjL8+HqOnKP5KKitQKv\nz3/d/oCHruMyhHX8Ck3r2Fu+F0/vfBo/LfsJEUERA8/heB17yvfg5U1P4rOZryM6eIhsDi97PgBg\nh3YHntv9HPbct2egZ9/D1jEkw6zj+JkzyL79dgDIJoQcH24YTzWW/AE0A3icELLm4mPzAfwAQEUI\nabnk/CwABdf8/RpEJEWguq0aq6atwrL0ZbyOA2cCrUGLu769C6/OexVzE+bSMmZ1azVu/fpW/Hvh\nvzFTM5OWMV2hSF+EQN9AJCuSGZvDRmyY+dFMrJ6+Gvek3cPYPHygpKkEFwwXcGPqjVxLGRX/t+//\noDVq8dmtn3Et5TIMBnvoXU0NEBMD5OYCin7pg68cfAUUKDw781nuRAoIjICN2LDgiwW4edzNeGz6\nY1zLEeA5/8n/Dzae24jt927nNFl/MLp7u/Hszmfx8NSHMT6cXzlVTFLSVIJlG5fh45s/RpoqjWs5\nrHL8+HFkZ2cDThhLHpmzRAjppCjqfQAvURRVDaAdwJsA3r/UUOrPGwveQFpGGt7Pfx9vHXkLh2sO\n46U5LyE8cBjr2MvYVLwJigAFrSUrY4JjEBEUgeP1xzkxlnKP5EIZpMTL173M2BwiSoRYeSwrHdh3\nl+1GS2cLlkxcwvhcgzEufBwnZcvpJjUsFdu12y/PM+MBCsVAT9Kl/GHmH9gTI8A6bV1t2F+xH9cn\nXs95RazRUNxUDGOH0enmkgJjm0Upi5CuSuedoQTYixu9uZD93oZco5FrANj7X3mKsdRj64GPiF3z\nxZPdKs8B2ATgawDfA9gB4OmRLvIV++LxKx7Heze+hzJjGe7+9m6cazzHsFR+YCM27Cnfg5tSb4Kv\n2Je2cSmKQrY6m5MGmoQQaI1aJCmSGJ9LE6xhxVjaVbYLu8p2MT6PtzNJOQmTIiahtauVayleS3fv\nMGEaPMVitaC1k9vXxN7yvfjrgb/ytlqjsxysOgipRIp0VTrXUpxmX8U+rDu1jmsZYxKNXONxVdDo\n5stTX+KNw29wLaOPAN8APJj1IOJD4rmW4hSbSzZj3ufz0GvrZXVejzWWCCHdhJDHCCGhhJBwQsj/\nksur4w3J9OjpWLdkHeYnzUdcyNjoY+voNbIiYwXtY2ers9Hd2836C7jJ0oS2rjZGQ/AcaOQaVLUx\nbyzp2/VQSelt+DkWSVel48OcD0ddHl9gcP7+89/x8I8Pcy3DJQghWLJ+CdaeGsatxwI7tDuQpc5C\nWGCYS9cRQlBmLGNIlevkVedhRswM3nluh+N0w2l8UvgJPDEFQcDz+aXmF1S3VnMtYwAPT30Yk5WT\nuZbhFDHBMTB1maA1almd12ONJToIDQjFM1c/g0DfQK6lsIbMT4YQ/xDax71l/C1Yt2Qd61+ajjdM\nUijznqXbJ96Otxa+xfg8OrPOa/vr5NflY0/5Hq5lCNBAWEAY6k31XMtwCYqiMCliEor0RZxpMHYY\ncazuGOYlznP52i2lW3D3t3fzoh9Md283OqwdAwveeACZkZlotjSj1sRsLzkBgcEobym/vMCYgNNM\njJgIsUiMU/pTrM47po0lAfrgKgb5guEC/H38B+9hQTNqmZrxD7keWw+aLE1QBXmnZ2njuY1CCIyX\nECmNRJOlyeNC8dJV6TjdcJp1L7iDvRV7AcCtAjuzNLNAURQvwnQlYgnW37EeN6Z4ViEYR87MSd1J\nrqUIjDEsVgvqTfWCsTQK/H38kRqWyvqGl2AsCXg0WoMWiaGJXlPVsLG9ETZi89owvPPN55ESlsK1\nDAEacGxQNLQ3cKzENTJUGejs6USpYZCG3CywU7sTU6OmIjQg1OVr5f5yzIiZgW0XtjGgzD34mKw/\nHMF+wUgKTcKJ+hOszNfQ3oCuni5W5hqMDmsHtpZu9bj3qTdS0VIBAEgITeBWCMtUt1bj/WPvw9Rl\nomW8NGUaTjUIniXeYCM2nG08y7UMgWHQGrWshOCxhb5dDwBeGYbX1dOFqtYqpCgEY8kbcLxG3Q3F\nM3WZ0GxpplOSU0yImAAfkQ8noXiGDgMK6gswP2m+22MsSFqAIn2Rx4VA8onMyEyc1LPjWXps62N4\n+8jbrMw1GFabFS/sfYHT0FMBO+VGe98hTymmQBf7K/fj86LPIRFLaBkvXZWOqtYqtHQOWfyadgRj\naRj2lO/Bik0r8NYvb8Ha63TtCAGWIITA1G1ipRIeW+jN/DCWjB1GbC3dis6eTtrG1Bq1sBEbUsNS\naRtTgDscr1GdWefW9Tu0O7Doy0XosHbQKWtEJGIJJkRMQKGukNV5AfTl682Jn+P2GNfEXwM/Hz/s\n0O6gS9aYY0rkFFS2VMLYYWR0HkII6s31rISJD4VMIoOfjx8a2xs50+BpEELw0YmPsK9iH63jlhnL\noJapx1SePADkVeVhatRU+PkM04DWBRzVN9nMWxKMpWGYmzAXv7vyd1h3eh1Wfr+SlbLRAs5DURQ2\n3bUJS9OWci2FNiRiCbLV2Zx/mFa3VeOFvS+gpq2GtjFLm0tBUZRXGbdM8MiPj+A/+f/hWsaISMQS\nKAIUqDe75+EoqC/AhPAJnPQZSlemo6iB/Z12ZZASy9OXQ+4vd3uMQN9AzNbMxnbtdhqVjS0yIzMB\nAIV6Zg3mtq42dFg7oJZyZyxRFIWIwAg0WrgzlkqbS/Gf/P+wvjHiLhRFIb8uH1+f/prWcctbypEQ\nMrZC8CxWC07oTtDai00tVUMRoGA1FE8wloZBRIlwb/q9+OSWT2CxWrB0w1J8X/y9R5Vpr036AAAg\nAElEQVQcbbI04WzjWY/S7Crekq8EAHMS5uCDxR9wLQPRsmgAQJ2pjrYxzzefR2xwLPx9/Gkb0xls\nxMaL6mHOojVqIaY8oxSzWqZ2y7NECEF+XT6mRk1lQNXIZERmoN5Uz/rrYnbcbKy+YvWox1mQvADn\nm8/3hfUIuIZKqsKt429FsF8wo/M4NhK49CwBdiOdy5ylY3XHaA3DYoMbkm9Afn0+rf+32XGzcVPq\nTbSNRyc6sw7H64/TPu6x2mPosfXQ2l+Loij8e+G/Wd0o9567TAYZHz4ea29bi4XJC/HXA3/FH3b9\nAW1dbVzLcopvznyDR7Y8gq5e9hJMDR0Gj6uQJTAQRYACErEEtW30ldctNZRyEoL3ztF38Jvvf8P6\nvO7Q3dsNQ4eB8zBMZ3lqxlNYnr7c5evKW8ph6DBwZixdFXsV9ty3x2N7cF0VexUSQhNo3cwYa/xp\n9p+Qpc5idA5HXhnX7+fwwHBOw/CKm4qRokjxqH5ccxPmwlfkS2sxlVvG3zKqfEUm2VyyGX/Y9Qfa\nx82rzoNGrkGsPJbWcSdGTGSkDc5QCMaSkwT4BuD52c/jn9f/E0frjuJ/t/0v7701vbZebD6/GTck\n38Dabn5VaxXmfz7fa8uyGjuMeOPwG14fkklRFKJkUbTejAX7BSNDlUHbeM6SFJqEmrYamLvNrM/t\nKnzJWXOWdFW6W5WdCuoKIBaJOXk9APbys0x7FZhEIpZg/e3rOelxVN1azXiuj7dQb66Hn48fQv1d\nr3xIJ8ogJadheMVNxRgfPp6z+d0hSBKEa+OvxU8XfuJaCivEyeNg6DDQ+j1JCEFedR6tXiWuEIwl\nF7ku8Tp8teQrPHXVU7wvmZpXnYfG9kbcOv5W1uaMDY5FiH8ICuoKWJuTTXxEPvjy1JcobirmWgrj\nRMmiaG3c+Nr813BP2j20jecsDm9WaTM3paJdwRHS5q2l4x3k1+VjUsQkTvKVvAWuvn/ePvI2ntrx\nFCdzexqOBuNc3ys4wvC42ODt7OlERUsFxoWNY33u0XJD8g0obS71iO+O0RIXEgcAqGyppG3M8pZy\n6M16wVgaq6ikKkyMmMi1jBHZdG4TJkRMwLhw9j6kKIpCljoLBfXeaSzJ/GQIDQil9QOFr0TLor0i\nzCc+JB6+Yl+cbz7PtZQR6TOWvLQpMWDPISuoL+AsBE/Afay9VhypPYKZmplcS/EI6k31nBZ3cBAR\nGIEA3wB09LBfYOGC4QJsxOZxniUAmBE7A3J/+ZjwLmnkGgC/9oKiAx+RD+6YeAey1dm0jckVgrHk\npTS0NyCvOo9Vr5KDbHU2zjSeobXsNJ/QBGtQ3VbNtQzGcYTh8T3cdCR8xb5IDE1ESXMJ11JGRGfW\nQRGgoK3EKh/RmXVot7YLxpIHclJ3EharhdbKVt7M01c/jWeufoZrGZiXNA87l+/kpMpqcVMxxCKx\nR1ZB9RH5YEHSAmy7sA02YuNaDqME+gZCGaREZSt9G8EauQbPznzWK77PfLgW4E0YOgxYvXU1akw1\niJHFIHdRLmcJxJtLNkMilmBB0gLW586Oyoa114pT+lOYFj2N9fmZRiPXoKyljGsZjBMdHA2JWIJ2\nazukEinXckbFuLBxHuFZ0rfrPSZfyV2iZFHYd98+j0r2FrCTV52H8MBwoVeakyiDlFxL4JySphIk\nhSZ5VCW8/tw56c4xszkQHxJPq2fJmxA8SzSyeutqFOoLUW+qxy+1v2D11tGXiHUHG7Hh+5LvMT9p\nPoIkQazPnxiaiGC/YEbKUDpYc3wNVm1Zxdj4w6GRa1DVWkW7x4VvO1dz4udg14pdHm8oAXZjSWvU\nosfWw7WUYbkx5Ub8Nuu3XMtgHD8fP/iIxsZe3fYL27G2aC3XMmjBkazNdQ6OgOcQHRyN6xKu41qG\n28SHxONqzdVe1aJkKOLkcYKxNATe/+yzSI2pBv4+/mjtaoXOrMPhmsOwWC2s6+js6cRszWzcPvF2\n1ucG7H2PmM5b4rLAQlxIHExdJrR2tdI67prja3Db17fROuZo8KYbotSwVFh7rbz/IpiinoLZcbO5\nliFAI+tOr2N044gt6kx1KDeWe12+UpG+CGcbz3Itw2u5P/N+PJD1ANcyOMXQYcDR2qO8b6kSFxKH\nJksT7zZuh+PtI29j/Zn1jM8jGEs0EiOLQWdPJ2KDYxHmHwZTlwl3f3s361+Ugb6BePrqpzktQpGt\nzkZxUzFjO/lao5azGGhHIiTd5cP17Xqv8OLwkUnKSdhw5wYkhiZyLcXrOFx9GFtLt3Itwy20Bi1u\n+/o2xloB1JnqcLrhNKO9VQgh2FexD+cazzE2BwDkVeVBLBJjevR0Rudhm9wjufj05KdcyxDwYvLr\n8vHolkd5n8e9ZMIS7Fqxy6O8aJUtldhbvpfxeTznP+IB5C7KRYYqA0GSIMyKm4U99+2BMkiJh354\nCK8deg0dVvYr0XDFzeNvxo7lOxgJtenq6UJ1WzWSFcm0j+0MscGxuDLmSto/UPRmvVdWQbNYLZzv\nVEnEEsSFxHnUl4CncKDyAD4r/IxrGW6hDFKiuq0aRfoiRsbfXbYbErEEs+JmMTK+g3ePvYt1p9cx\nOkejpRFT1VO9bkMnMzITJ3QnPL6QjQB/KTOWITwwnPe93XzFvh73HZmuSseZxjOM32N41n+F5ygC\nFFi7ZC32378fa5esRZoqDf9d/F88OeNJbDy3EfdsuIexL2W+EegbyFgj3PKWchBCkBTKjWfJz8cP\n7yx6B5OVk2kdV9eu88r+Ou8efRf3bryXaxkCDKGWqftKnnsaMj8ZEkMTUagrZGT8nWU7MVMzk9Eq\nZBRFYUHSAuyr2MfozvWj0x5F7qJcxsbniszITBg6DKhpq+FaioCXUmYsE6IaGCJNlQaL1YILhguM\nziMYSwwjokRYmrYUX93+FRQBClq7I49VtAYtACAhNIFjJfRBCIHe7J2V0EoNpYiTx3EtQ4AhIqWR\nMHebPfazLUOVgUI9/cZSbVstzjaexbzEebSPfSkLkhbAYrXgYNVBRufxtF1nZ0hXpYOiKJzUneRa\nioCXUt5SjoQQ77lfGYkvir5gzTEwMWIixCIxTulPMTqP933y8RSNXIM1OWu8opMx12iNWkTJojjp\nGcEU5m4zLFaL14XhEUJwvvk8UsJSuJYiwBAOA7/eVD/sedZeKy9DndJV6SgzlsHUZaJ13F1lu+Dv\n489KQYRYeSwmRkzE9gvbGZ/L25D5yZCsSKbdWPrk5CfYX7Gf1jFHQ15VHpZtXMZ5SLSn4+r/z9pr\nRVVr1ZjxLFmsFrxz9B3WinD5+/gjNSyVceNMMJZYxJuqi3HJBcMFzvKVmMIRxuRtniV9ux7mbjNS\nFIKx5K2opWoAQL15eGNp/Zn1yPkqh3c3a+mqdADAqQZ6dyZ3lu3ELM0sBPgG0DruUCxIWoC86jyP\n9fBxSabKnrdEJ+vPrOdVlb1e0ouSphIYOgxcS/FYzjWew4IvFqC2rdbpa6rbqtFr6/WqSJjhOFp7\nFD22HlZ7U6Up02j//L4UwVgS8DhWZKzAvenelQOjb9cDAO9ylhraG7B0w1Kcbjjt1vWORrBCE8uR\nOVp7FGcaznAtw2XCAsPgI/IZMW8pvy4fMbIY3oVyxQbHIjQglNadSUIIHpjyAJamLaVtzJGYlzQP\nVpuVlcpQ3sYU9RRUtVbRZkhYe61otDRCLVPTMh4dRARGAAAa2xtZma+xvREN7Q2szMUWCaEJ6Orp\nwk8XfnL6mjKjvYH9WPEsHao+BI1cg+jgaNbmTFOmoaq1Cq2d9LZz6Q+/vrXGOGcbz7pdh//bs9/i\nhb0v8DLMhW6mRk1FljqLaxm0Mj58PP5x3T8QHhjOtZQByCQynG8+73Zp5QuGCwj2CxY62TvBf/L/\nw0q/CLoRUSKopKphjaVeWy+O645jatRUFpU5B0VRSFem01rkgaIozEmYgzRVGm1jjoQySIkpkVOw\nXSuE4rlKZmQmYoJjoDfraRmvob0BhJA+rysfcHwGN1rYMZbWnV6H33z/G1bmYgt/H3/MiZ+DraVb\nnb7XamhvgCJAgRD/EIbVcQ8hBHnVeax6lQAgOyobj0x9BATM3f8KxhJP6O7txu+2/Q73brzXZdc9\nIQTrz6xHV08XL0P9CCFjwogbDeGB4ZiXNI93u+4BvgFQBChcCjvoz/nm80hWJPPmdXmg8gCe2/0c\n1zIGRWf23GqIaco0+In9hjxe0lyC9u52XhpLALByyko8Mu0RrmWMmnsm34Mroq/gWobHoQxS4ru7\nv8OEiAm0jOcISeWTZyk0IBQiSsSaZ6m4qRjjwsaxMhebLEpZhKrWKpxrcq6v2dK0pdi6zHP60PXY\nevDA9w9gT/kel68tM5ZBb9aznpuvDFLigawHGDVI+XVnNoaRiCV4/8b34efjh/u/ux/vHXvPaS/T\nqYZTKDOW4dYJtzKs0nXqTHVYuHahV5ZMt/Za0dLZwrUMxomSRaHOVOfWteebz/MqBK+9ux07tDto\nT+YfLb22XjRZmjw2Z+1vc/+Gh6c+POTx/Lp8+Pv4c9ooezgmKyf35S55MnMS5mB5xnLaxuvs6USZ\nsUzY7HIRR7ETPr2fRZQI4YHhrITGEUJQ0lyC8eHjGZ+LbaZFT0NYYJhLjbiZ6DfJFD4iH9SZ61DS\nVOLytXnVefDz8UN2VDYDyrhFMJZ4RJIiCR/f/DEezn4YnxV+huWbljtVUeS74u8QJYviZWf1SGkk\nOns6UVBfwLUU2nl659P4v33/x7UMxomSRaHW5J5n6a2Fb7GatzES48LtO52lhlKOlQyk0dIIG7Hx\n6uaKTvLr8pGhyoCv2JdrKQIucLT2KO785k633/9jlXpzPRQBCkjEEq6lDEAZpGQlDE/frkdrZ2vf\n5603IaJEWJC0ANu129Fj6+FaDiPEyeNQ0VLh8nWHqg9hqnoq7173dCAYSzzDR+SDB7IewOe3fg4x\nJcaKTSvwn/z/wNprHfR8c7cZO7Q7cMv4W3gXwgXYP1imRE5BQZ33GUuxwbGoanMvl8eTiJJFjVjp\nbChi5bGIkkXRrMh94uRxkIglfYUn+IK3VkME7GEdJ3UneRuCJzA0B6sOQiPXICY4hmspHkW9qZ5X\nn3sOlEFKVsLwHF4Jb/QsAfZQPGOHEUdrj3IthRHiQ+JR2Vrp8nVXRF+Bm8ffzIAi7uHf3bUAACAl\nLAWf3foZfpv1W3x88mMcqzs26HnbLmxDd283FqcuZlmh82Sps1CoL/S6XRiNXIOathr02nq5lsIo\nUbIo6M16r3j+xCIxkhXJboUYMIkjsdwbjaXipmJYrBbBWPIwuErW9gb4GumxMHkh5ifNZ3ye4qZi\nhAaE9lXg8zbGhY1DQmgCfqn5hWspjBAnj0NVa5XLbR5WTlmJuQlzGVLFLZ4TSDkG8RH54KHsh3BT\n6k1D7lJtKt6EmZqZiAji74dStjobnT2dONt41ivyAhxo5Br02npRb6736p3XaFk0bMQGvVnPajlQ\npkgNS+VV/xPA7lmS+cm8qtGyg4kRE7Fuybox02fEW3Aka1+tEYwlV3kw+0GuJQwKWzeyJc0lGB82\nnjeFfeiGoih8cNMHCPUP5VoKI8SFxKG7txs6s46XHlIuEDxLHsBQL9aq1iqUNJXg1vH8K+zQn/Hh\n4xHoGzjqULxyYznWn1nvdnl1utHINQDgdlltTyFZkYzV01ez1lyTaVLDUlFmLBsytJUL2q3tiJZ5\nviE6GCJKhJSwFI9KcnYHQgge3fIofip1vgcLn8mrzoO/j7/XtWkQYB6tUeuV+Ur9UQQovNYYjA+J\nBwC38pa8FcFY8lAMHQb8cdcf4SvyxXvH3uN1V26xSIzMyEwcrz8+qnF+qfkF//7l3xBTYpqUjQ6V\nVAWJWILKFtdje/tTZizDpnObeBvOFxYYhvsy74MiQMG1FFoYFzYOPbYelLeUcy2lj0enPYrPb/2c\naxkCo0Br1OJo7VHI/GRcS6GFg1UHMT16ulcmaw+HqcvEu2qZnsa3d3yLlZkruZYh4CaR0kha7m3Y\npqWzBV+f/hptXW20jy0YSx7K6q2rUagvhNVmxamGU1i9dTXXkoYlW52Nk/qTo8p70Rq1iA+Jh1jE\nD2NJRIkQExyD6rbqUY3zS80veO3wa7ws0OGNpISl4N70e3kX8uatu5SexKHqQ3j36LtuXbtTuxMy\nPxlv+hzl1+Xjz3v+7FbZb3O3GSd1J8dcvlKPrQc3rL0BP5z/gWspHo2v2BdBkiCuZXCKjdhwxzd3\nYH/Ffq6luIyIEuHxKx5ntak2HbR3t+Nfh/7FSKsaTu7OKIq6hqIoG0VRvRd/2yiKqrvknNkUReVT\nFNVBUdRpiqLmX3J8MkVR+ymKslAUpaUoahm7q+CWGlMN/H38Adi7SteYajhWNDw3pNyANTlrRmUQ\nlBnLkKxIplHV6ImTx41690Vn1iFSGincLLNEoG8gfnfl77w6z4wLXjv0Gp746QmuZYyKmrYafF70\nucuhvoQQ7CzbiTnxc3hTHr3H1oOfLvzkVPuJS6lsqYTMT8Z6c0mu8RH5YGLERJzUneRaioCHU9tW\ni3Jjed99mqdx9+S7MVk5mWsZLhEli4IiQOE9xtJFCIDkfj9XOg5QFBUPYAuAHQCmAtgPYBNFUbEX\njwdfPKYFMB3ARwA+pSiKf+VnGCJGFoPOnk4A9saBMTJ+3/gpg5RIDUt121gihOCC4QLvjKXVV6zG\nn6/586jG0Jv1UAWpaFLED7aWbsX7x97nWoYAi0jEElS0VnAtY1RkqDLQY+vBucZzLl1XaihFVWsV\nrk+8niFlrjMtahoUAQps1253+dpJyknYuXwn1DI1A8r4TWZkJk7qTgqNeAVGhSPMWyhswx4URSFN\nmYZT+lO0j81p3A8hpJwQUnbxp3+W/OMASgkhzxFCzlz82wDgNxeP3w+AAvAQIeQ0IeRlAMcAPMKi\nfE7JXZSLDFUGgiRByFBlIHdRLteSGEXfrofFakFSaBLXUgagkWtGXe5Z3673upLR+yr2CbuzY4xI\naST0Zr3L5Wb5RLIiGQG+ASjUF7p03U7tTgT7BfOqXLRYJMb1iddjh3aHW8/JWA0LzozMhKHDMOrw\naoGxTZmxDFKJ1GvLpzso0hfhmzPf8OZzP12VjjONZ2jXw9dPw2sBbHP8QQjpBXAAv3qfrgWwlxDS\nPwFmT7/jXo8iQIG1S9Zi//37sXbJWq9Jvh8KrUELAEhS8MtYogOdWed1nqULhgtIDUvlWoYAi6il\navTYetBsaeZaituIRWJMjpiMQp3zxlL/EDy+VfxbkLQADe0NwsaFC6Sr0kFRlNv/s66eLpoV0Uud\nqa7v+1SAHszd5svCXcuMZUgMTfT68PrNJZvx1ZmveLO5kqZKg8VqwQXDBVrH5XR1FEW1UxRVRlHU\nxxRF9d9aTwRwaamqKgDRTh4X8DK0Ri0CfQO9zqiw9lrR3NEMldR71tVh7UB1WzVSwlK4liLAIg7v\naL25HgDweeHneGbnM1xKcot0VTqKGoqcDsMqNZSipq2GlWafrpKmSoNapsb2C66H4o1VpBIpUhQp\nbhtLyzctx5uH36RZFX28f+x9/OPgP7iW4VW8feRtPLPzmQHejDJjGRJCvDsEjxCCQ9WHeFUIZmLE\nRIgoEU43nKZ1XK6MpRMApsHuCXoOwGwAWyiqzzSVArBcco0FgL+TxwW8DB+RD66OvdrrdmkaLY0g\nhPA+DM9GbDhaexQ6s27Ec7VGLQghgmdpjOHIb3G8RvKq80ZV/ZIrMiIzYOwwoqbNuaI5KYoUfHzz\nx5gaNZVhZa4jokSYnzgfu8p3eeRzwRWOvCVXIYRAZ9YhPDCcAVX0EBEUgUZLI9cyvIqFyQtRZ6rr\nKyxgIzaUt5QjMTSRY2XMojVq0dDewCtjyd/HH6lhqbQXeaDdWKIoasElle76//4IAAghbYSQ44SQ\nU4SQrwDcDWAK7MUaAKALwKXNHfzxq4E00nEBL2Np2lL843rv2w0zd5uhkqp4bywBwOM/PY4DlQdG\nPO9883mIKJHXf1HQRe6RXLx26DWuZYwaqUQKqUSKelM9unu7UaQv4qUBMRJpSnu5XGe/bCmKQpoq\njTctDS5lQfICtHa24mjtUa6leAyZkZmoaatxuV+LqdsEi9XC68IYEYERaGxvZKSAxRuH38Abh9+g\nfVy+kxmZiUhpJLaWbgVg3zDq6uny+uIOeVX2xtVT1FO4ljKA2XGzEewXTOuYTHiWdsDu+ZEN8vvh\nIa5xBIhHXfxdCyD2knNiAZQ5eXxQFi1ahJycnAE/M2bMwHfffTdwATt2ICcn57LrV61ahTVr1gx4\n7Pjx48jJyUFTU9OAx1988UX885//HPBYVVUVcnJyUFw8MLY1NzcXTz/99IDHLBYLcnJycPDgwQGP\nr1u3DitXXt7s7a677hLW4YHrSA1LRXxePHZv2M3rdYgoEdQyNepMdSM+H6XNpYgPiYdELOHdOvqz\nfvN6XHX95aWR2X5dvfb4ayg8OjBHxlPfHz41Pqg31+N0w2l093aj/nC9x61j2R3LcBW5akBorKc+\nHwcPHkSKIgWvXP8K0lXpHr2O/jC9jklBk7Dv/n19N1zOrqPeVI+GPQ1Y+/paXqxjsOdjzxd70N3b\nDVO3ach1AO49H0dqj/RV6WV6HXx6XYkoEW5IvgG7ynbhfx79H2xYuwHPXP0MJoRP8Kh19GfVqlV4\n/d3XB2yQXrqOvOo8TIuahpdfeplX63go+yE8OePJvnWsWbMG69at67vvv+aaaxAZGYnHHnvssrGH\nhBDC+Q+AmQB6AUy8+PdHAH7ud1wEe07Soxf/fgFABQCq3zl5AP41xPhZAEhBQQER4Ba9WU9WbVlF\nSppKuJYi4CKP/PgIeXrH0yOe98D3D5Dndj3HgqLRsa10G8n+IJu0drZyqiNnXQ5565e3ONVAFwcq\nDpAiXRH5IP8DMueTOaTX1su1JAEX0Bq0pLunm2sZHsuesj0k+4Ns0mxp5lrKkBTqCkn2B9mktLmU\n1nE7rZ1k2n+nkQ1nN9A6rqegNWhJ9gfZZG/5Xq6l0MbaorXkqjVXDfo5bu4yk+kfTifrT6/nQBk9\nFBQUENjbGGWREewUrprSPkJR1AqKotIpiloC4DMAPxBCzl485W0A0ymK+jNFUZMAvAN7qfBPLx7/\nEEAIgHcpippEUdSfAUy+eJ0AjwnxD8Hx+uM4VnuMaym0UW4sx8sHXobF6t1RoNGyaNSaakc878qY\nKzEnYQ4LikaHI6eqtLmUMw3/v707j4+quv8//jpDCCEbISskIWxhkS0KalFBAQkoQlv1Wzes4lZb\nv8a6V60rfrV+beuW2m+r1CoV9NcWl1ZRUcCyuFS2gDYEAQUCJCEJS0gIkMz5/TGTmGUgCZnkZibv\n5+MxjyTnnHvv54ZhMp85m9u6KSovCohhmM0xvu94RiaNZNWuVYzuPbrDrJAkTXNbN9f/43r+tPZP\nTTcWn3Yf3E1ol1B6hvV0OpRjqlnKek+5f+ctbS7djNu6GRo/1K/nDRQDeg5gcNzg2qF4waBfTD8O\nVx2m8GBho7rPd35Otbuas9I6znyltuTUX7IyYDbwOfAE8Dfg8ppKa+06788/xrN/0jBgirW23Fu/\nG5gBnAWsAn4AnG+t1cYIHVxol1BGJY1i9e7VTofiNxVHK3hz45ts37+96cYBLDkqmV1lu5psd/3o\n6zvU5pzH0jemL91CupFXkudYDHsP7eVo9dGgSZbAs3TyhqINATlfqTP7suhLDhw+wJl9Gg9NleYp\nOFhA76jeHXohoprFJ/y9yENeSR4u4+pwG8e3p2mDprF8+3LKDpc5HYpf9O3RF4Bt+7c1qosJi+FH\nw35EclRyo7pg5MimENbaV4FXm2jzBvDGceqXAxl+Dk3awZjeY5j/5Xzc1h0Unzz36eGZPrd9//ag\n/lQtJTqFssNllB0uI6pblNPhtFrNH/ZNJZsci6Fm5bhgSpbWF67naPVRxvQe43Qo0gIrt68kuls0\nIxJHOB1KwNpdtpvekR13cQeArl260rN7T7/3LG0s3siAngMI7dJw7a3OY+rAqSzbtoySQyVB8Tey\nd1RvQruEsm3fNsam1t/GdHTv0YzuPdqhyNpf4L9TlYAzJnkMZYfL/L5pmFOiu0UTExbTKXqWgGb1\nLgWKIXFDOkSyFCz7h5UeKuXJT57kcPVhHvr4IUoPlTodUptwWzeHjh5yOgy/WrljJWf2OTMoPsBy\nyk9P/Sk3nXaT02E06fWLX+fqk6/26zk3Fm8M6g8Lm6OLqwvlR8q5+q2rmblgZsC//rmMi9ToVJ89\nS52NXhWl3Y1IHEFol1BW72p6KJ7bujv8jugAaT3SOkWyZIwJqj06BscNZsveLRypPuLI9QvLCwkL\nCfP7MqdOyVqYRe6eXLp16cb6wvVkLcxyOqQ2saFwA5P/Mplv933rdCh+UVxRzMbijR1qv5RANDB2\nIMMShjkdRpPiwuMIcflvYFGVu4rNpZsZEjfEb+cMRFkLs8gpzKH8SDk5hTlB8frXL6Zf0LzOtYaS\nJWl3oV1CGZE4olnzljaXbmbcn8fxnz3/abKtk/r26Bv0yVLPsJ58cu0njEsb53QofjM4bjDV7mq+\n2fuNI9c/Kf4kfjLmJx16jkNL5JflExbi2Rs8LCSM/LLmbewaaBZtWUR0t2jSeqQ5HUqLWWupdlfX\nK/tkxycYYzijzxkORdWx2TbYkyiYuK2bX5z1i04z2f9YgvH1L5CTpcqqSr+9L1OyJI44NflU1uxe\ng9u6j9tuS+kWrLUd/k3JifQsrdq1iov+30WUVJS0UVT+ZYyha5euTofhV+mx6UR3i3ast+yU3qdw\nVcZVjly7LaRGpdbus1JZVUlqVKrDEbXO6l2rG31Q47ZuFn+zmMn9JwfckLUqdxWXLbiMBbkL6pWv\n2L6CEYkjiAmLcSiyjmnH/h3MeG0GucW5TofSoYV2CeUHQ3/Q4f9Ot7Vge/0Dz3Ur/ewAACAASURB\nVAfBVe4qx0ZftMZznz/Hre/f6pdzBdYrvQSNyQMmc8cZdzSdLO3dQlJkEpGhke0U2YlJ65HGgcMH\n2F+5v9nH7Dywkx0HdgTNEKxAFN41nMVXLQ6q3jInZU/LJiMpg4jQCDKSMsielu10SK3y3L+f47UN\nr9UrW1ewjuKKYjIHZjoU1YkLcYWQFJHEB5s/qC2z1rKnYo+G4PmQFJlESUUJ6wrWOR2KBIBge/0D\nOH/Q+Sz68aKAXLhjZOJItu/f3qL3ZcfiyGp4IgN6DmBAzwFNtttSuoWBPQe2Q0Stkx6bzqT+k6is\nqqQHPZp1TGF5IXHd44Kmt2b7/u1Uuaua9e/akQTLELiOILZ7LPMunud0GH6TkZTBx99+XK/so60f\nkRSZFLCrxp2Xfh4PLn2QgoMF9IrshTGGP//gz01+cNUZ1QwZX1ewjitGXuF0ONLBBdvrHxBwved1\njUoaBcCGog2t/kA0cH8L0ils2bslIPZt6BvTlycznyQpsvmrmhUcLGhR+45u/ob53PPRPU6HIeI3\no5JGsatsF8UVxYBnCN5HWz8KyCF4NSb0m0Bol1AWbVlUrzxQ76etndzrZNYVrNO8Jen0rLX8ee2f\nyT8QGHOxkqOSie0ey/rC9a0+l14dpcOqOFrBrrJdAdGzdCIKDhYEzZLRAJtKNjEodpDTYYj4Tc0n\nkzV/bNfsXkPpodKAHIJXI7xrOOPTxvP+5vedDiUgnNzrZEoPlbLjgPa8l85tc+lmnv/ieXYe2Ol0\nKM1ijGFk4kg2FG5o9bmULEmHtXXvVsCzHGswKiwvDJrNSN3WzebSzQyOG+x0KAGh9FApMxfM5JyX\nzwmK/TiCVWJEIr0ie9UmS18WfUlyVDLDE4Y7HFnrnJd+HptKNgXsKlftaVTSKIwxTc5beiP3jWZt\nh9FRPLHiCZZtW+Z0GBJAPtnxCWEhYZzS+xSnQ2m2UUmj+GrPV60eZqxkSTqsLaVbMMbQP6a/06H4\nnbWWwoPBkyztLttNxdEKBsWpZ6k5/vvd/2Ztwdqg2o8jWI1KGlWbLM06eRav/9frAT/P7ay0s4gI\njai30IP4FhkayaDYQU0mS3PWzOHznZ+3U1Stt3LHSr984i6dx8odKzk95fSAWuxhZNJIKo5WsLl0\nc6vOo2RJOqyJ/ScyZ8YcuoV0czoUvztw+ACVVZUBOQzvvsX38UbuG/XKvi79GkDD8JpgrWXx1sV8\n9M1H7K3cCwTPfhzBKiMpg9zi3Nqlc8O7hjscUeuFdgllbMpYnlz5pHo3m6Fm3tKxVLmrKK4opndk\n73aMqnUSwhMoKi9q9Xn+kfcPv8wJkY7t4JGDrCtYF3CrZg5LGEYXVxclSxK8ortFk9Erw+kw2kSI\nK4S7zrwrIHZ7b2j7/u2N9p7ZVLKJmLAY4sPjHYqq9dpyNTBrLZ/lf8ZVb13FLz76BbFhsbXL4QfL\nfhzBKqNXBn2i+/jljWVHsnXfVsK6hql3sxkuGX4JsyfOPmZ9UXkRbuumd1RgJUut3V/OWsuznz/L\nZ/mf+Skq6YhKD5Xyg9d/QG5xLvM2zAuoD1bCQsJYfNVipg2a1qrzKFkSR+2r3Meznz0bMKur+EtE\naASXjrg0oP641kiOSmZX2a56ZV+XfM2g2EEBOzzp8/zPmfDyBL/sx9DQhsIN/PSdn3Lzwpvp6urK\nCzNe4NPrP+X05NODaj+OYJUYkUhXV1dmvjEzqHpgisqL6B7SHVDvZlP6xfQ77lLxNa+HgdSzlBiR\n2Opkqai8iP2V+xkaP9RPUUlHdPPCm/lkxye4rZtNJZsC7oMVf+zTqX2WxFGhXUKZ/+V8UqNTSR0W\n+J+uVxyt4Gj1UXqENW+vpUCUEpXC0m+X1ivbfXA3o3uPdiii1kuKTKLiaAWbSjZxWsppfjlnlbuK\nez66h4+//Zj02HSenvo049LG1SaUwbYfR7DKWphFTmEOYSFhtT0wwfBvlxqVWntflVWVDIkb4nRI\nAWt32W6AgJqDmhDR+mF4G4s3AihZCnI7y3YS4gohKjSq036wop4lcVR413CGJQxj9e7AWUXoeGa+\nMZM/r/uz02G0qeSoZAoOFtQbtvaXC//Czaff7GBUrZPWI42wkDA2lWzy2zlDXCGkRKXw6MRHmX/x\nfMb3HR+wPW+dWX5ZPmEhYUBw9cBkT8smIylDvZt+sPvgbmK7xwbU/NqE8ATKj5RTcbTihM+RV5JH\nTFgMCeEJfoxMOprUqFT69uhLclRypx02rp4lcdyY3mP4R94/sNYG/JvJPtF92L5/u9NhtKmU6BSq\n3FUUlRfVfpJqjAmoFXIachkXg+IGkVeS59fz3nbGbX49n7S/YO2Bie0eGxQ9ZB1BwcGCgBtSnRiR\nCEBxRTFpPdJO6BwbizcyNH5owP/dluPLnpZN1sIs8svyGRI3pFN+sKJkqY7t27dTXFzsdBidTkRx\nBPl5+SxctrBD/cGJj48nLa1lf0T69ujLJ/mftFFEHUNyVDLgGacfSMNOmjI4djA5hTlOhyEdjN4o\nSFMiukYE3N5bKdEpTB4wGcOJJzobize2euK8dHz6YEXJUq3t27dz0kknUVFx4l3S0jrTH5vudAj1\nhIeHk5ub26KEqU+PPuz8z06q3dV0cXVpw+icUzOJeVfZroCep9TQkPghvJX3FkeqjzSrl6yyqpK8\n4rygXbFRPPRGQZpyx5l3OB1Ci/WK7MUTk5844eP3HtpLUXlR0PS0ihyPkiWv4uJiKioqePXVVznp\npJOcDkcclpuby5VXXklxcXGLkqW+PfpS5a5i98HdpEYH57jebiHduO6U6+gX08/pUPxqcNxgqt3V\nbN279bgTlqvcVby18S3mrJnDkeojvDfzvYCaqyAi0lr7KvcxInEEJyXo/ZIEjhOd7qFkqYGTTjqJ\n0aOD59NyaV99evQBPHsRHStZqjhawapdqxjde7RflrR0ws9O+5nTIfhdemw6LuNiU8kmn8mS27r5\nYPMH/GH1H9hVtovz08/nxjE3KlES6SS+KvqKV3Je4fFzHyfE1bnfPvXv2Z+Xf/iy02GINIvbupn5\nxkx+NOxHXHTSRS0+XqvhifhRr8hehHYJPe4iD1v3buX2D25vtFeROCssJIynpj7FmX3OrFdurWX5\ntuVcseAKHlj6AAN7DuS1i19j9sTZpESnOBStiLQ3t3Wz5Jslfl01U0Tansu46GK6kFNwYvOSO/dH\nIyJ+5jIuUqNTj5ssFRwsAAJrT47OYlzauEZljy9/nDc3vsmY3mN46QcvMSpplAORiYjThsYPJbRL\nKGt3r2VYwjCnwxGRFhiVNIrP8j87oWOVLIn42ZOZTxLbPfaY9YUHC+netTtRoVHtGFXbeGXdK6wr\nWMfT5z3tdCh+UXqotHbls9SoVLKnZXPB4As4d8C5fC/le1oiV6QT69qlKyMSR7CuYB0zR810OhwR\naYGRiSP561d/ZX/lfnqE9WjRsRqGJ+Jn/WL6Ed0t+pj1heWFJEUkBcUb7w1FGzhcfdjpMPwma2EW\nOYU5lB8pJ6cwh6yFWZzc62TGpo4Nin8vEWmdU3qdwrrCdVhrnQ5FRFqgZlTIhqINLT5WyZJIOys4\nWEBSRJLTYfjFppJNDI4b7HQYfpNflk9YSBjgmcOUX5bvcEQi0pGc3Otk9h7ay44DO5wOpdWstZQd\nLqPaXe10KCJtLjkqmZ7de7K+cH2Lj1Wy1AnMmjULlyv4/6n79evHpEmTnA6jSQUHC4JivlL5kXJ2\nle1iUOwgp0Pxm9SoVCqrKgHPPkqpUcG5/LuInJhRSaNwGRdrd68F4Oq3ruaF1S84HNWJ+c+e/zDx\nlYls2bvF6VBE2pwxhpGJI9lQqJ4l8cEYE1RDiBYtWsT555/fqDxQ7rGwvJCkyMDvWVr8zWIABsUF\nT7KUPS2bjKQMIkIjyEjKIHtattMhiUgHEhEawaC4Qawr8AzF+2bvN7W90YEmISIBgD3le1p03J7y\nPRqGKAFpVNIovtrzFW7rbtFxWuBBAs5rr73GokWLnA7jhFS5qyg7XBbwPUulh0qZ9dYsjrqP8tDS\nh3j+guePu6hFoIjtHsu8i+c5HYaIdGAzR84ktEsoZUfKqDhaQe/I3k6HdEJiu8dijGFPRfOTpcNV\nh7lg/gXcN/4+fjj0h20YnYj/TRk4heEJw1t8nJIl8ZsT3Rn5RK4TqEJcIay4dkWLP9XoaLIWZlHl\nrsJt3Wwo2kDWwiwlGSLSKUwbNA2AvOI8wDMXIhCFuEKI7R5LUXlRs4/ZsncLbusOqrmq0nkkRyWf\n0P9XDcOTRv79738zYcIEIiIiSE5O5vHHH+fhhx/G5XKxfbtn/6Bt27bhcrmYPXs2v/71r4mNjeXi\niy+uPceaNWv4/ve/T2xsLN27d+eUU07h5Zdfrq1///33cblcvP766/WuPXz4cNLS0uqVzZ07F5fL\nRV5eHi6Xi7lz5wLgcrno0qULy5Ytq9d+06ZNTJ48mcjISIYMGcJLL73kz19Pq7mMK+B3f88vyyc9\nNp1BsYO0EIKIdEq7D+4GoHdUYPYsASRGJLZoGN7G4o24jIv02PQ2jEqkYwnsd2wOKC2FrCzIz4fU\nVMjOhlg/jj5q6/M3Zd26dUyaNInw8HBuvPFGwsPD+f3vf0+3bt189hqtWLGCrVu3cuutt9K7t+cP\nxvLly5k6dSoxMTHMmjWLqKgo3n77ba699lr27NnDXXfdxdlnn01oaCjLli3jsssuA6CwsJDc3FyM\nMWzZsoWBAwfWXiM1NZWUlBSeeeYZ5s2bx6pVq3j22Wex1pKe/t2LdklJCVOmTGHatGmcccYZvPDC\nC9xwww2MHDmS0047rR1+gx6rdq3iwy0fcu/4e9vtmu0pNSqVnIocwkLCqKyqZEjcEKdDEhFpV7vL\ndhPaJZSeYT2dDuWEJYQntGgY3sbijQzoOYDQLqFtGJVIx6JkqYWysiAnB0JCYNcuuOoq+M1vGrcL\nDYUBA45/rq1b4ciR+mV33gl5eRARASUlnuvNa8fRTXfddRfWWj799NPaZOWmm25i+HDfYzyXL1/O\npk2b6NOnT23ZDTfcQFRUFGvWrKFXL8/cnF/+8pecc845PPTQQ1x33XXExsZy5pln1usVWrJkCb16\n9cLlcrF06dJ6yVJNT9Ett9zC2rVrWbVqFVlZWY3i+fLLL5k/fz6XXnopAOeeey6TJk3i1Vdfbddk\nqai8iAW5C/j52J8T3jW83a7bXrKnZddu3jokbogWQhCRTmf3wd30iuwVMIsL+ZIQntCifWc2Fm/U\nh2PS6bR5smQ8ryIh1tqjbX2t9pCfD2FhsGcPFBdDQQFceWXjdgMGwF//evxz3XOPJ2GqKy8P3G6I\nj4eEBM/12suBAwdYsmQJV199dW2iApCcnMyPfvQj/vSnPzU6Ztq0afUSpZycHDZt2sTDDz9cmygB\nhIaGctttt3H55Zfz0Ucfcckll5CZmcn9999PaWkpsbGxLF68mLPPPpvKykqWLl3K9ddfT0lJCXl5\nedx///3Nuofk5OTaRAlgwoQJdO/enW3btp3Ir+SE9e3RF4Ad+3cwJD74/rBoIQQR6cxKD5UyZ80c\n9lXuY+aCmWRPyw7IRW4SIxIprihuVtsqdxWbSzdzfnrj1WhFglmbzFkyxkQYYy40xvwJ2A00+kjf\nGHO2MWaVMeaQMeZLY8yUBvUjjDH/MsZUGGO2GGNmNqhPNca8Y4w5aIzZaYy5oy3upaHUVKishJ49\nITkZzjkHXn218eOJJ5o+1xNPND7unHM85+3Z03Od1Hbc5uXrr7/GWsvIkSMb1aWkpPg8pu4QOPDM\nFzLGMGrUqEZthw4dirW2NnHJzMzEWlvbu7RkyRKmTp3KhAkT+PjjjwFPrxLA5MmTm3UPA3x05yUk\nJHDgwIFmHe8vfXp4Esht+9s3SRMRkbaXtTCLI9VH6BHWg5zCHLIWNh7pEAimDZrG01Ofblbbb/d9\ny5HqI0H5AaDI8bRVz9L/AD8GPgESGlYaY/oB7wLZwNXATcCbxpih1todxphoYBHwPvDfwA+AV4wx\nX1tr/22McQELgR3AWcCpwB+NMd9aaxe00T0BnjlENXOKhg9v3ZwiX8P05s5tPGepvVRXe3bx7t69\ne6O6Iw3HC3pFRETU+9nt9qzyFhLS+KlVM1ShZoPcMWPGEBsby7Jly8jIyODbb79lypQplJSUcMcd\nd5CXl8eKFSsYMWIEiYmJzbqHLl26HPO67Sm6WzQxYTHs2B/4u7yLiEh9+WX5xITF1Ps5EPWO6t3s\nBSpqVv/TMDzpbNoqWfpf4HYgDZjuo/4W4Gtr7X0AxphbgO8D1wKPALMAA/zEWlsFfGmMmQ78DPi3\n95yDgYnW2hIgxxiTCdwMtGmyFBvbtnOI2vr8x9O3r2fo2MaNGxvV5ebmNusc/fv3x1rLhg0bmD69\n/j99zTkGD/YsOWqM4dxzz2XZsmUMHz6cYcOGkZKSQkpKCnFxcSxZsqR2vlIgSuuRpp4lEZEglBqV\nSk5h51rkZmr6VIYnDiciNKLpxiIdWO6eXP7wxR+a3b5NhuFZawvs8TfDmYCn16imfTWwDBhbp36p\nN1GqsaRB/RpvolRjMXB6qwLv5JKSkhgyZAh/+ctfKCwsrC1fu3Yt77zzTrPOceqpp5KWlkZ2dna9\ncxw+fJinnnqKuLi4eslPZmYm69atY+HChUyZ8t1IzHPOOYcPP/yQtWvXkpmZWe8aUVFRABQXN2+c\ntVPSeqSxff/22p8rjlbwk3/+hPWF6x2MSkREWit7WjYZSRlEhEaQkZTRKRa5CXGF0C+mn9NhiLTa\noapDrNixotntnVoNbwDwTYOy7cDIOvXv+qhPqVPv6/gwY0ystbbUj7F2Ko888giXXXYZp512Gj/+\n8Y8pLy9n7ty5TJgwgcWLFzc5pM3lcvH73/+eCy+8kFNOOYXLL7+ciIgI3n77bf7zn//w+uuv1xvm\nl5mZidvt5oMPPmDBgu86BSdOnMjdd98NeBKnusaMGYO1liuvvJJx48Zx0UUXMWzYMD/+FvwjrUca\ny7Z9t9pfwcEC1uxeE/Ab0oqIdHZa5EYkcJ0UfxKG5k/RcGpT2kigokFZBRDWynrqtJE6mjtv55JL\nLmHOnDmEhYXx1FNPsWzZMubNm1e7YENkZGS9c/o677Rp0/joo48YNmwYL774Is888wxxcXF88MEH\n9TauBc/Qv/T0dKy19ZKiSZMmcejQIc4444xGc6hmzpzJNddcw+eff87vfve72rlWx7tPJ+YtjUoa\nxbi0cRyt9iwEWXCwAICkiKR2j0VEREREPD1LpYda0K9irW3RA5gKuIFqH19fatC2r7fuzAbl5cA1\nDcoeA9Z5v/8KeKRB/Q3APu/37wKvNKjP9MYQ4yPm0YBNSkqyM2bMqPcYO3asffPNN+3q1astYFev\nXm2lsfPOO8/Gx8c7HUa7afh8KC8vtzNmzLDLly+v127+/Pl21qxZjY6/5JJL7Jtvvlmv7MEXH7Q9\nRvWwR6uP1iu/6aab7Jw5cxpdf8aMGXbPnj31z/Hgg/aJJ56oV7Zt2zY7Y8YMm5ubW6/8ueees3fe\neWe9Mn/cxwcffGBnzJjRqK3uQ/eh+9B96D50H7oP3UdHu4/58+fXvu8/++yzbViPMBuSFmIBC4y2\nTeQ+xh53alFj3n2TGi+X5nHU1tlPyRjTF89wuXHW2k/qlG8CXrXWzq5TNheItNZeZIxZBORba6+t\nUz8bmG6tHW2MeQFIt9ZOqlN/LfAba22jtemMMaOB1atXr2b06NE+A1+zZg1jxozheG0CXUlJCQcP\nHvRZFxISQkpKCvv27SMmJqZe3bJly5g4cSLXXHMNc+bMaY9QHdcWz4c/rPoDb+e9zXsz3/PL+URE\nRESkZc55+Rx25u1kyxNbAMZYa9ccr32L5yxZT3bVcAhcS63A0xM0G8C7FPgE4Ik69dcaY4z9Lps7\nF/ioTv0Vxpgoa21ZnfrFrYwrqN1555288sorPuv69evH1q1bue+++1izZg1nn302MTExfPnll/z9\n73+nV69ezJ492+ex0jwFBwvoFdmr6YYiIiLtZH3her4s+pIrRl7hdCgi7SI1KpV82/zl/ttkgQdj\nTE8gFqjZUjXVGDMQKLXW7gWeAz43xjwAvIFnLyUD1LyTfxHP0uPPG2OeBy4CRgCXeev/BjwK/Nnb\n4zTW22Z8W9xPsPj5z3/OhRde6LMuPDwcgP/6r/9iy5YtzJ07l3379tGrVy+uu+46HnjgAZKTk9sz\n3KBTeLBQ85VERKRDWV+4nhdWv6BkSTqN7GnZzNw6k61sbVb7tloN7xbgITxjAS3wmrf8EWC2tXad\nMeZyPD1J9+LZO2mKtbYcwFq72xgzA/gdcA2eOUznW2t3eOsPGWPOx5NUfY5nqN9l1tpVbXQ/QeHk\nk0/m5JNPPm6bSZMmMWnSpOO2kRNTWF7I4LjBTochIiJSKzEikYqjFVQcrSC8a3ij+qLyImb/azZ3\nnHEH/Xv2dyBCEf+K7R7LY+c+xvvf7WJ0XG2SLFlrH8GTGB2vzRt4epWOVb8cyDhO/X+As040RpH2\ndn76+YxIHOF0GCIiIrXiw+MBT1Lkax+ljcUb+Sz/M5+JlEhn4NQ+SyKdzg1jbnA6BBERkXoSIxKB\n4ydLPcJ61LYT6Wyc2mdJpFOw1lJ6qJSDR3yvQigiIuKkhPAEAIorin3W5xXnMTRuqCP7FYp0BEqW\nRNpQlbuK8149j0VbFjkdioiISCPdQroR3S2aovIin/UbSzYyJH5IO0cl0nEoWRJpQ127dCU5Kpnt\n+7c7HYqIiIhP8eHxPpOlfZX7KDxYyND4oQ5EJdIxKFkSaWNpPdKULImISIc1PGE4kaGRjcrzivMA\nlCxJp6YFHkTaWFqPND7L/8zpMERERHx6aMJDPsvzSvII7xpOanSqz3qRzkA9SxKUtm3bhsvlYvbs\n2U6HQlqPNPIP5OO2bqdDERERabbhCcP56ak/xWX0dlE6Lz37JeBlZ2fz85//3OkwjikmLIZNJZsY\nO2csMxfMpPRQqdMhiYiINGlM8hiuGHmF02GIOErJkgS8p556ig0bNjgdxjH93xf/x6GqQ+w4sIOc\nwhyyFmY5HZKIiIiINIPmLIm0sdJDpSSEJxDbPZYQVwj5ZflOhyQiIiIizaCepSD3r3/9C5fL5fNx\n0UUXNescc+fOZeTIkXTv3p3hw4fzz3/+kwkTJtC/f//aNq+88goul4sPP/yQK664gvDwcJ577rna\n+r/97W+cccYZREZGEh0dTWZmJp9++mlt/T333IPL5aKgoKC2bM+ePbhcLq666qp68Vx77bX07t2b\nl19+GZfLxfbt2/n4449xuVx06dKlUfzvvvsuGRkZREZG8r3vfY/PP/+82b8/f0iNTiW6WzQhrhAq\nqypJjdJEWREREZFAoGSphUoPlTJzwUzOefmcNpl/4u/zp6en88wzz9R7jBw5km7duvGrX/2qyeNf\neOEFZs2ahbWWu+66i4kTJzJz5ky2bNniczfv3/zmN+zcuZMHHniAk046qbbs0ksvpbKykjvuuIPr\nr7+eL7/8kokTJ7Jy5UoAMjMzMcawbNmy2nMtWbIEgKVLl9a7xooVK5g8eTJjx47lmWeeISYmpvY+\nn3766UZtf/rTnzJ9+nSuvvpq1qxZw/Tp06msrGzZL7IVsqdlk5GUQURoBBlJGWRPy263a4uIiIjI\nidMwvBbKWphFTmEOIa4QdpXt4qo3r+I3U37TqF1ol1AG9Bxw3HNt3buVI9VH6pXduehO8kryiOga\nQUlFCVkLs5h38bwTjjclJYVbbrml9ucvvviCO+64g4ceeoghQ46/I/ehQ4f4xS9+wcknn8yKFSsI\nDw8HYNq0aUyfPp1+/fo1OqawsJBVq1YREuJ5au3YsYP77ruPiRMn8v7779O1a1cAbr/9doYPH86t\nt97KF198wbhx4+jWrRvLli3jkksuATzJ0ujRo1m7di2bN28mPT2doqIiNm/ezP3338/QoUMZOnQo\nTz/9NKmpqfXus8bKlSv56quvamNNSEjg0Ucf5b333uPCCy9s8e/zRMR2j23Vv6GIiIiIOEPJUgvl\nl+UTFhLGnoo9FFcUU3CwgCvfuLJRuwE9B/DXH/31uOe656N72Lp3a72yvJI83NZNfHg8CeEJfp3f\ncvToUWbNmsXw4cO59957m2y/ePFi9u/fz6233lqbKIEnWUpPT6eqqqrRMdddd11togSwYMECqqur\neeihh2oTJYDU1FRmzpzJH//4R4qKikhMTGT8+PH1epYWL17M7bffzgMPPMDSpUtJT09n+fLlGGOY\nPHlys+75oosuqpfUXXDBBcyePZtt27Y163gREZHO4K5Fd5EQkcDdZ93tdCgiHYqSpRZKjUolpzCH\nnmE9Ce0SypC4IcfsWWrKE5OfOG7PUmVVJUPijt/70xKPPPIImzZt4tNPP/U5t6ehvLw8jDGMHDmy\nUV1KSkqjhMMYQ3p6er2yr7/+GoBRo0Y1OsfQoZ4dwbdt20ZiYiKZmZncc8897N27lwMHDvDNN99w\n/vnns2jRIpYuXcoNN9zAypUrGTJkCMnJyc265wED6vfuJSQkAHDgwIFmHS8iItIZWCz5Bzwf0BYc\nLOCroq8Y33d8s97PiAQzzVlqoZr5Jz3CenB68unMvXAuQ+OHNno0NQQPPL1PDY+be+FcTk8+nR5h\nPfw6v2XdunU8+eST3HrrrZx66qnNOqa6uhqA7t27N6o7cuRIozKAiIiIej+73Z6NWOv2NtWomfPk\ncnmehlOmTMHtdrN8+XKWLFnCgAED6N+/P5MmTeLjjz8GYPny5WRmZjYrfqBRUuhrnpWIiEhnlxCe\nwJ6KPQB8suMT7l18L9Zah6MScZ56llqoreeftMX5q6urueaaa+jbty+PPvpos4/r27cv1lo2btxY\n2wsEngTo66+/JjIysslz1KyYt2HDBs4444x6dbm5ufV6o0aNGkViYiLL8JO/GQAAEZFJREFUli2j\nsLCQqVOnAjBx4kRuu+02vvjiC3JycnjwwQebfQ8iIiLStISIBIrKiwDIK86jX0w/uoV0czgqEeep\nZ6kTePzxx1m/fj0vvPACYWFhzT7uzDPPpGvXrjz11FP15ic9//zzFBcXN+scNYsoPPzwwxw9erS2\nfMeOHcybN4+pU6fSo0eP2vLJkyezYsUKli9fzpQpUwAYOXIkcXFx/Pa3v8UYw8SJE+tdIyoqiqKi\nombfl4iIiNSXGJHI/sr9HKk+Ql5JHkPjhzZ9kEgnoJ6lIPfVV1/x2GOPMWDAANavX8/69etr61JT\nU7n44ouPeWyfPn247rrr+OMf/8hZZ53F9OnT2bhxI8uWLWPUqFGUlZXVa++ru37QoEHcc889PPHE\nE5x++ul8//vf58CBA7z22mt069aNZ599tl77zMxM3njjDdxuN5MmTaotnzBhAu+88w6nnXZaox6t\nMWPGMHfuXG666SYiIiL49a9/3aLfkYiISGeXEO6Z01t4sJBNJZuYMnCKwxGJdAxKloLcL3/5S44e\nPcrWrVu5/fbb69Wdc845x02WAJ577jkiIiL4y1/+wpNPPsm4ceNYsmQJl19+eaOk5VjzgR577DH6\n9+/P7373O5588kkiIyPJzMzk0UcfZeDAgfXaZmZmcvjwYcaPH1/v/JMmTWLBggU+5ys9+uijbNu2\njblz55KamlqbLBljfMZ0rHIREZHOKiHCkyx9sesLjlQfUc+SiJfpDJP3jDGjgdWrV69m9OjRPtus\nWbOGMWPGcLw24lFVVUV8fDyTJ0/m73//u9PhtAk9H0REpDM5eOQgE16ewNl9z2bZtmV8POtjIkOb\nnpssEohq3ucBY6y1a47XVj1LndjOnTt97pUEEBkZSVxcHPv27SMmJqZe3a9+9SvKysr44Q9/2B5h\nioiISBuL6BrBvePuZeWOlaRGpypREvFSstSJjRs37pibs86aNYuXXnqJ8ePH079/f0455RQAVq5c\nyZIlS5g4cSIzZ85sz3BFRESkjRhjuHjYxWzZu4XobtFOhyPSYShZ6sRefPFFKioqfNalpaUBcPPN\nNzNnzhyWL1/OkSNHGDBgALNnz+buu+/WvB8REZEgc/dZdzsdgkiHomSpE5s8eXKTbW688UZuvPHG\ndohGREREnFJ6qJSshVnkl+WTGpVK9rRsYrvHOh2WiOO0z5KIiIhIJ5e1MIucwhzKj5STU5hD1sIs\np0MS6RCULImIiIh0cvll+YSFeDauDwsJI78s3+GIRDoGJUsiIiIinVxqVCqVVZUAVFZVkhqV6nBE\nIh2DkiURERGRTi57WjYZSRlEhEaQkZRB9rRsp0MS6RC0wEMDubm5TocgHYCeByIi0pnEdo9l3sXz\nnA5DpMNRsuQVHx9PeHg4V155pdOhSAcRHh5OfHy802GIiIiIiEPaPFkyns14Qqy1R9v6Wq2RlpZG\nbm4uxcXFTociHUR8fHztflMiIiIi0vm0SbJkjIkApgDTgQuAi4BP6tT3Bb5pcJgFultrj3jbjACe\nB04DdgMPWmvn1TlHKvAHYAKwH3jKWvvb1sSdlpamN8ciIiIiIgK03QIP/wO8CCR4H75Y4Gwg3fsY\nVCdRigYWAVuA04GXgFeMMad7613AQsAAZwEPAv9rjLm4je5HREREREQ6mbYahve/wO1AGp7epWPZ\nbq3d7qN8Fp5E6CfW2irgS2PMdOBnwL+95xwMTLTWlgA5xphM4GZggd/uQkREREREOq026Vmy1hZY\na20Tzcxx6iYAS72JUo0lwNg69Wu8iVKNxXh6oRz32muvBd21gvGegvVawXhPwXqtYLyn9rxWMN5T\nsF4rGO8pWK8VjPfUntcKxnsK5ms1h9P7LOUZY3YYY/5ujEmvUz6AxnOatgMpTdSHGWNi2ybU5gvG\nJ1Qw3lOwXisY7ylYrxWM99Se1wrGewrWawXjPQXrtYLxntrzWsF4T8F8reZwaunwAjy9QIeAgcDD\nwFJjzDBrbRkQCVQ0OKYCCPN+Hwns8VFPnTZ1hUH77Z2zf/9+1qxZE1TXCsZ7CtZrBeM9Beu1gvGe\n2vNawXhPwXqtYLynYL1WMN5Te14rGO8pGK9VJyfwlTfUZ61t0QOYCriBah9fX2rQtq+37swmztkL\nqAIu8/78FfBIgzY3APu8378LvNKgPtMbQ4yP81+BZ0EJPfTQQw899NBDDz300EMPC1zRVO5zIj1L\ni/D07PhyQnspWWsLjDFFQLK3aCfQp0GzPsDWOvXpPur3W2v3+bjEB8BM4Fug8kRiFBERERGRoBAG\n9MOTIxxXi5Ml78INDYfItYoxpg+QBGz0Fq0ArjXGmDoLRZwLfFSn/gpjTJR32F5N/eJjxFwCzPdn\nzCIiIiIiErA+aboJmKYXrWs5Y0xPIBZIBZYClwGrgVJr7V5jzI/w7L/0CZ4heI/jGUL3PWut2xjT\nG8jFk+A8j2dT2zuBEdbaHcaY7ngSqy+A2XhWyXsWGG+tXeX3GxIRERERkU6nrVbDuwX4Gs9y3xZ4\nDdgEZHnr9wG34kmW/gCsAqZaa90A1trdwAw8G86uAn4AnG+t3eGtPwScD/QGPvee6zIlSiIiIiIi\n4i9t0rMkIiIiIiIS6JzeZ0lERERERKRDUrIkItJOjDHdnI5BpD3ouS4iwULJkjjKGPOQMWanMeag\nMWaBMSbWW361McZtjKn2fnUbY5q1aolIR2KM6WWMuc4Y8zZQ2KAu2RjzB2PMFmNMmTFmuTHmVIdC\nFWmVJp7rXY0xTxljCr2v9383xsQ7FKpIqxljBhlj5htjthtj9hlj3jPGpNepjzDGPGOM2W2MOWSM\n0bz6AHUi+yyJ+IUx5m7gZuBqoBR4CXgFz+IeAPnAOYDx/qw9siQQvQdEAbuA8AZ1v8SzIfcV3q8P\nAO8YY4ZYa/e3a5QirXe85/pvgB8CV+F5Lf8DnhVvp7RngCJ+9CTwFfBroLv36z+MMSO89Qu95VcC\nBUCGE0FK62mBB3GEMcbg+eTxUWtttrfsPOBdYAAwAXjIWjvAsSBF/MAYk2qtzTfGXA28aK0NrVMX\nb60trvNzAp7/FxdYa99zIFyRE3as57oxJgrPB2KXWmvf8JadAawERlprv3IsaJET5OP1+zTgM2AE\nMA74FdC/zn6gEqA0DE+cMhKIo/7OyR/jWWp+rBMBibQFa23+ceqKGxSVe7/qtVkCznGe64PxPKfX\n1Wn7KXAE+F47hCbid028fs8C5ihRCg76gyxOqekx+qamwFpbCewBUrxFfb1j2/OMMU8bY6LbO0iR\ndnYRnj+4y5wORMSPSvAMp+5bU2CMiQC6AIlOBSXiZxcBO/DsMzoG2GmMedsYU2KM+cIYoyGnAUrJ\nkjglEnBba482KK8AwvCMfR+NZ2PiX+OZ0/Fqu0Yo0o6MMcl45nU8oE8jJZhYa7/Fs8H8/xhjUr3D\n8rK91dWOBSbiJ8aYkcC9wK1ADBAKZAFvAVPx9Kr+0xgz0LEg5YQpWRKnHAZcxpiGz8EwoMJaW2St\nzfE+5uBZCOICY0yvdo9UpI15e03fBZZYa59xOh6RNnAF0A3YDhTj6W0qA4qcDEqktYwxqXhev5+z\n1r7Fd4unvWKt/bO1dhXwUzzP+csdClNaQcmSOGWn92tqTYExJhRIALb6aJ+DZxhHctuHJtJ+jDHh\neHpSC/CsFCYSdKy1m621pwJJeF7n/xfPJ/BrHQ1MpBWMMUnAR8CH1tp7vcUlgBvYUtPOWluN571N\nUrsHKa2mZEmcsgbP8rGZdcom4Fngwdd8jdPxDNf4us0jE2knxpgw4J945in90Fpb5XBIIm3KWrvH\nWnsA+G8g11q73umYRE6EMSYOT6L0ubX2uppya+1hPO9xxtZpGwqkA3ntHae0nvZZEkdYayuNMf8H\nzDbG7MDzZvFp4P+stfuMMb/E86KSh2fu0q+B5zWXQwKNdy5Sd7yfKNYZs14I/B3oBVwKpHpW1Adg\np3fBE5GAcZzn+k488zaKgAPAdOAu4PsOhCnSat6h0x/i6UV6rMFcpG/xzD992RiTC3wB3Oatm9ue\ncYp/KFkSJ92HZ47S/8PTa/QX4G5v3RHgWaAnnhee3+J58REJNPOAs+v8vMn79Rq+61nNaXDMRLQi\nngSehs/1r/GMFpgIjMIz+T0Mz2T371trl7R7hCL+cQrfbTKb6/1q8Dzf+1tr/2qMiQXuwfOB2L+B\nKd5eVQkw2pRWRERERETEB81ZEhERERER8UHJkoiIiIiIiA9KlkRERERERHxQsiQiIiIiIuKDkiUR\nEREREREflCyJiIiIiIj4oGRJRERERETEByVLIiIiIiIiPihZEhERERER8UHJkoiIiIiIiA9KlkRE\nRERERHxQsiQiIiIiIuKDkiUREREREREflCyJiIiIiIj4oGRJRERERETEByVLIiIiIiIiPihZEhER\nERER8UHJkoiIiIiIiA9KlkRERERERHxQsiQiIiIiIuKDkiUREREREREflCyJiIiIiIj4oGRJRERE\nRETEByVLIiIiIiIiPgRFsmSM6WuMcRtjznQ6FhERERERCQ5BkSx5WacDEBERERGR4BFMyZJxOgAR\nEREREQkewZQsWQBjzEPGmK/rVjQsM8Z8Y4x50Bjza2NMqTEm3xiT1d4Bi4iIiIhIxxVMyVJdvobk\nNSz7CVAKTALeAZ42xgxt68BERERERCQwBGuy1ByrrbW/stauA24DqoFxDsckIiIiIiIdRLAlSy1Z\n5GFN7UHWHgKKgAS/RyQiIiIiIgEpWJKlCO/XUsBN4/vydZ9HG/xchRaJEBERERERr2BJlobhSX62\n4+khSjTG1E18BjsSlYiIiIiIBKyATpaMMWONMWOB+4F53uF0/wLCgduMMV2NMRcA5zsZp4iIiIiI\nBJ6ATpaAR4DFwGbgdgBr7Ubgv4FbgBLgcuCFBsc1Z7U8ERERERHpxIy1yhFEREREREQaCvSeJRER\nERERkTahZElERERERMQHJUsiIiIiIiI+KFkSERERERHxQcmSiIiIiIiID0qWREREREREfOi0yZLx\n6Op0HCIiIiIi0jEFXLJkjBlkjJlvjNlujNlnjHnPGJNep/5nxpitxpgKY8xiY0z/OnURxpgLjTF/\nAnYDpzU4t9sYU+39Wvexpv3uUEREREREOoKAS5aAJ4GtwA+AaUA08A9jjMsYcwnwFHA/cBbQFXir\nzrH/A7wIJHgfDaUDg7xfa77fDcxrkzsREREREZEOy1hrnY6hRYwx8dba4jo/nwZ8BowAXgU+ttbe\n4a0bCvwHmGit/ZcxphdQCKQB3wDjrLWfHOda5wLvAn2stXva6p5ERERERKTjCbiepbqJkle592sc\ncArwQZ22G/H0DI31/lxgW5Yd3gD8U4mSiIiIiEjnE+J0AH5wEbADqPD+/E2D+u1ASktPaoyJB34I\nfL9V0YmIiIiISEAK6GTJGDMSuBeYCYQDlu+SphoVQNgJnH4WsNtau6g1MYqIiIiISGAKuGF4NYwx\nqXjmEz1nrX0LOOytCm3QNIzGCVRzXA+8dOIRioiIiIhIIAvIZMkYkwR8BHxorb3XW7wTMECfBs37\n4Fk9ryXnnwAMBP7cukhFRERERCRQBVyyZIyJw5MofW6tva6m3Fq7C/gWyKzTdjCe+UqLW3iZG4BF\n1tr8VgcsIiIiIiIBKaDmLBljooEPgRLgMWPMwDrV3+LZY+lxY0xOnZ//aa39ynt8TyAWSPUek+o9\nR6m1dq+3TRyeRSMua/MbEhERERGRDiugkiU8S4NneL/P9X41eBZ26G+t/Z13Fbvn8cxVegvIqnP8\nLcBD3vYWeM1b/ggw2/v9j4G9wDttdA8iIiIiIhIAAm5TWhERERERkfYQcHOWRERERERE2oOSJRER\nERERER+ULImIiIiIiPigZElERERERMQHJUsiIiIiIiI+KFkSERERERHxQcmSiIiIiIiID0qWRERE\nREREfFCyJCIiIiIi4oOSJRERERERER+ULImIiIiIiPigZElERERERMSH/w/KnSeijs1JjwAAAABJ\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xbf10278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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E56WXgP/8h9r9Pvww8P77/ELB9OPECeqQNWAAEBUFbN4sOiImgskEjPe9AUuvXmrxPpGB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\npCFtgOWSl1GRo/DyLy/jdOtp+HgK6oajITfdpNy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PjcY0+Am+lsvSSIyI9ImEo9iR/c66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\n4xvfoLR02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      "text/plain": [
       "<matplotlib.figure.Figure at 0xc097588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2、相对数比较 → 相除\n",
    "# （4）动态对比分析（纵向对比分析）\n",
    "# 同一现象在不同时间上的指标数值进行对比，反应现象的数量随着时间推移而发展变动的程度及趋势\n",
    "# 最基本方法，计算动态相对数 → 发展速度\n",
    "# 动态相对数（发展速度） = 某一现象的报告期数值 / 同一现象的基期数值\n",
    "# 基期：用来比较的基础时期\n",
    "# 报告期：所要研究的时期，又称计算期\n",
    "\n",
    "data = pd.DataFrame({'A':np.random.rand(30)*2000+1000},\n",
    "                   index = pd.period_range('20170601','20170630'))\n",
    "print(data.head())\n",
    "print('------')\n",
    "# 创建数据 → 30天内A产品的销售情况\n",
    "\n",
    "data['base'] = 1000  # 假设基期销售额为1000，后面每一天都为计算期\n",
    "data['l_growth'] = data['A'] - data['base']  # 累计增长量 = 报告期水平 - 固定基期水平\n",
    "data['z_growth'] = data['A'] - data.shift(1)['A']  # 逐期增长量 = 报告期水平 - 报告期前一期水平\n",
    "data[data.isnull()] = 0  # 替换缺失值\n",
    "\n",
    "data[['l_growth','z_growth']].plot(figsize = (10,4),style = '--.',alpha = 0.8)  \n",
    "plt.axhline(0,hold=None,color='r',linestyle=\"--\",alpha=0.8)  # 添加y轴参考线\n",
    "plt.legend(loc = 'lower left')\n",
    "plt.grid()\n",
    "# 通过折线图查看增长量情况\n",
    "\n",
    "data['lspeed'] = data['l_growth'] / data['base']  # 定基增长速度\n",
    "data['zspeed'] = data['z_growth'] / data.shift(1)['A']  # 环比增长速度\n",
    "data[['lspeed','zspeed']].plot(figsize = (10,4),style = '--.',alpha = 0.8)  \n",
    "plt.axhline(0,hold=None,color='r',linestyle=\"--\",alpha=0.8)  # 添加y轴参考线\n",
    "plt.grid()\n",
    "print(data.head())\n",
    "print('------')\n",
    "# 通过折线图查看发展速度"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
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 },
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}
